Train Data
Test Data
3089
ROWS
9148
0
DUPLICATES
0
4.2 MB
RAM
11.8 MB
58
FEATURES
57
38
CATEGORICAL
37
17
NUMERICAL
17
3
TEXT
3
2.1.3
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
TTP
VALUES:
3,089
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
1
eventid
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
3,089
(100%)
9,148
(100%)
ZEROES:
---
---
MAX
201.8B
201.8B
95%
201.8B
201.7B
Q3
201.5B
201.4B
MEDIAN
201.4B
201.3B
AVG
201.3B
201.3B
Q1
201.1B
201.2B
5%
200.9B
200.9B
MIN
200.7B
200.7B
RANGE
1.1B
1.1B
IQR
397.2M
209.9M
STD
270.2M
240.3M
VAR
73010.6T
57732.5T
KURT.
-0.764
-0.268
SKEW
-0.207
-0.127
SUM
621.9T
1841.6T
2
iyear
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
12
(<1%)
12
(<1%)
ZEROES:
---
---
MAX
2,018.0
2,018.0
95%
2,018.0
2,017.0
Q3
2,015.0
2,014.0
MEDIAN
2,014.0
2,013.0
AVG
2,013.3
2,013.0
Q1
2,011.0
2,012.0
5%
2,009.0
2,009.0
MIN
2,007.0
2,007.0
RANGE
11.0
11.0
IQR
4.00
2.00
STD
2.70
2.40
VAR
7.31
5.78
KURT.
-0.761
-0.266
SKEW
-0.210
-0.128
SUM
6.2M
18.4M
3
imonth
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
12
(<1%)
12
(<1%)
ZEROES:
---
---
MAX
12.0
12.0
95%
12.0
12.0
Q3
10.0
9.0
AVG
6.3
6.3
MEDIAN
6.0
6.0
Q1
3.0
3.0
5%
1.0
1.0
MIN
1.0
1.0
RANGE
11.0
11.0
IQR
7.00
6.00
STD
3.56
3.47
VAR
12.7
12.0
KURT.
-1.27
-1.21
SKEW
0.053
0.080
SUM
19,604
57,715
4
iday
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
31
(1%)
31
(<1%)
ZEROES:
---
---
MAX
31.0
31.0
95%
29.0
29.0
Q3
23.0
23.0
AVG
15.5
15.6
MEDIAN
15.0
16.0
Q1
8.0
8.0
5%
2.0
2.0
MIN
1.0
1.0
RANGE
30.0
30.0
IQR
15.0
15.0
STD
8.74
8.83
VAR
76.5
77.9
KURT.
-1.17
-1.21
SKEW
0.015
0.020
SUM
47,822
143k
5
provstate
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
8
(<1%)
6
city
VALUES:
3,086
(>99%)
9,142
(>99%)
MISSING:
3
(<1%)
6
(<1%)
DISTINCT:
841
(27%)
1,837
(20%)
277
9%
1,178
13%
Karachi
267
9%
503
6%
Quetta
159
5%
546
6%
Peshawar
56
2%
68
<1%
Lahore
53
2%
82
<1%
Mohmand district
49
2%
104
1%
Bara
44
1%
72
<1%
Bajaur district
2,181
71%
6,589
72%
(Other)
7
latitude
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
1,122
(36%)
2,603
(28%)
ZEROES:
---
---
MAX
36.2
36.5
95%
34.8
34.8
Q3
34.0
34.0
MEDIAN
31.5
32.3
AVG
30.9
31.0
Q1
28.5
28.5
5%
24.9
24.9
MIN
24.6
24.7
RANGE
11.6
11.8
IQR
5.54
5.46
STD
3.44
3.47
VAR
11.8
12.0
KURT.
-1.18
-1.07
SKEW
-0.472
-0.603
SUM
95,346
283k
8
longitude
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
1,130
(37%)
2,618
(29%)
ZEROES:
---
---
MAX
75.0
76.5
95%
72.9
72.5
Q3
71.5
71.5
MEDIAN
69.9
70.3
AVG
69.2
69.5
Q1
67.1
67.1
5%
63.4
65.6
MIN
61.6
61.6
RANGE
13.4
15.0
IQR
4.32
4.36
STD
2.80
2.48
VAR
7.86
6.14
KURT.
-0.258
-0.250
SKEW
-0.582
-0.558
SUM
214k
636k
9
multiple
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
10
success
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
11
suicide
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
12
attacktype1
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
8
(<1%)
13
attacktype1_txt
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
8
(<1%)
14
targtype1
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
21
(<1%)
21
(<1%)
ZEROES:
---
---
MAX
22.0
22.0
95%
21.0
21.0
Q3
14.0
15.0
AVG
9.0
10.0
MEDIAN
7.0
8.0
Q1
3.0
3.0
5%
1.0
1.0
MIN
1.0
1.0
RANGE
21.0
21.0
IQR
11.0
12.0
STD
6.64
7.01
VAR
44.1
49.2
KURT.
-1.26
-1.44
SKEW
0.460
0.198
SUM
27,731
91,154
15
targtype1_txt
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
21
(<1%)
21
(<1%)
16
targsubtype1
VALUES:
3,015
(98%)
8,371
(92%)
MISSING:
74
(2%)
777
(8%)
DISTINCT:
96
(3%)
95
(1%)
ZEROES:
---
---
MAX
113
113
95%
106
107
Q3
77
77
AVG
52
53
MEDIAN
39
49
Q1
25
23
5%
12
7
MIN
1
1
RANGE
112
112
IQR
52.0
54.0
STD
31.4
32.0
VAR
983
1,026
KURT.
-1.13
-1.25
SKEW
0.424
0.234
SUM
155k
440k
17
targsubtype1_txt
VALUES:
3,015
(98%)
8,371
(92%)
MISSING:
74
(2%)
777
(8%)
DISTINCT:
96
(3%)
95
(1%)
18
gname
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
78
(3%)
1
(<1%)
19
claimed
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
20
claimmode
VALUES:
2,097
(68%)
24
(<1%)
MISSING:
992
(32%)
9,124
(>99%)
DISTINCT:
9
(<1%)
3
(<1%)
21
claimmode_txt
VALUES:
2,097
(68%)
24
(<1%)
MISSING:
992
(32%)
9,124
(>99%)
DISTINCT:
9
(<1%)
3
(<1%)
22
weaptype1
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
8
(<1%)
23
weaptype1_txt
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
8
(<1%)
24
weapsubtype1
VALUES:
2,946
(95%)
8,823
(96%)
MISSING:
143
(5%)
325
(4%)
DISTINCT:
24
(<1%)
28
(<1%)
ZEROES:
---
---
MAX
30.0
31.0
95%
17.0
17.0
Q3
16.0
16.0
MEDIAN
11.0
11.0
AVG
10.5
10.7
Q1
5.0
5.0
5%
3.0
5.0
MIN
2.0
1.0
RANGE
28.0
30.0
IQR
11.0
11.0
STD
5.36
5.34
VAR
28.7
28.5
KURT.
-0.499
-0.742
SKEW
0.314
0.273
SUM
30,885
94,302
25
weapsubtype1_txt
VALUES:
2,946
(95%)
8,823
(96%)
MISSING:
143
(5%)
325
(4%)
DISTINCT:
24
(<1%)
28
(<1%)
26
nkill
VALUES:
3,050
(99%)
8,977
(98%)
MISSING:
39
(1%)
171
(2%)
DISTINCT:
64
(2%)
43
(<1%)
ZEROES:
1,265
(41%)
5,428
(59%)
MAX
158
72
95%
15
3
Q3
3
1
AVG
3
1
MEDIAN
1
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
158
72.0
IQR
3.00
1.00
STD
9.36
2.78
VAR
87.6
7.75
KURT.
80.5
167
SKEW
7.51
10.7
SUM
10,418
8,339
27
nkillus
VALUES:
3,088
(>99%)
9,143
(>99%)
MISSING:
1
(<1%)
5
(<1%)
DISTINCT:
2
(<1%)
2
(<1%)
28
nkillter
VALUES:
3,072
(>99%)
9,132
(>99%)
MISSING:
17
(<1%)
16
(<1%)
DISTINCT:
24
(<1%)
21
(<1%)
ZEROES:
2,590
(84%)
8,664
(95%)
MAX
35.0
40.0
95%
3.0
1.0
Q3
0.0
0.0
AVG
0.6
0.1
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
35.0
40.0
IQR
0.00
0.00
STD
2.19
1.10
VAR
4.82
1.22
KURT.
67.6
560
SKEW
7.16
20.1
SUM
1,692
1,229
29
nwound
VALUES:
2,996
(97%)
8,913
(97%)
MISSING:
93
(3%)
235
(3%)
DISTINCT:
85
(3%)
56
(<1%)
ZEROES:
1,588
(51%)
5,716
(62%)
MAX
351
200
95%
28
7
Q3
3
1
AVG
6
2
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
351
200
IQR
3.00
1.00
STD
19.5
6.11
VAR
382
37.3
KURT.
94.7
305
SKEW
8.08
14.0
SUM
17,358
14,458
30
nwoundus
VALUES:
3,086
(>99%)
9,140
(>99%)
MISSING:
3
(<1%)
8
(<1%)
DISTINCT:
4
(<1%)
1
(<1%)
31
nwoundte
VALUES:
3,019
(98%)
9,103
(>99%)
MISSING:
70
(2%)
45
(<1%)
DISTINCT:
17
(<1%)
11
(<1%)
ZEROES:
2,960
(96%)
9,028
(99%)
MAX
30.0
11.0
95%
0.0
0.0
Q3
0.0
0.0
AVG
0.1
0.0
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
30.0
11.0
IQR
0.00
0.00
STD
1.02
0.323
VAR
1.05
0.104
KURT.
359
609
SKEW
16.9
22.8
SUM
280
191
32
property
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
33
propextent
VALUES:
1,718
(56%)
4,086
(45%)
MISSING:
1,371
(44%)
5,062
(55%)
DISTINCT:
3
(<1%)
3
(<1%)
34
propextent_txt
VALUES:
1,718
(56%)
4,086
(45%)
MISSING:
1,371
(44%)
5,062
(55%)
DISTINCT:
3
(<1%)
3
(<1%)
35
propvalue
VALUES:
1,190
(39%)
2,722
(30%)
MISSING:
1,899
(61%)
6,426
(70%)
DISTINCT:
2
(<1%)
7
(<1%)
36
ishostkid
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
37
nhostkid
VALUES:
270
(9%)
508
(6%)
MISSING:
2,819
(91%)
8,640
(94%)
DISTINCT:
38
(1%)
22
(<1%)
ZEROES:
1
(<1%)
1
(<1%)
MAX
2,000
325
95%
40
8
Q3
6
3
AVG
16
0
MEDIAN
3
2
Q1
1
1
5%
0
1
MIN
-99
-99
RANGE
2,099
424
IQR
5.00
2.00
STD
135
22.7
VAR
18,246
516
KURT.
175
91.3
SKEW
12.3
3.32
SUM
4,408
178
38
nhostkidus
VALUES:
269
(9%)
508
(6%)
MISSING:
2,820
(91%)
8,640
(94%)
DISTINCT:
2
(<1%)
3
(<1%)
39
nhours
VALUES:
61
(2%)
86
(<1%)
MISSING:
3,028
(98%)
9,062
(>99%)
DISTINCT:
9
(<1%)
12
(<1%)
40
ndays
VALUES:
214
(7%)
416
(5%)
MISSING:
2,875
(93%)
8,732
(95%)
DISTINCT:
48
(2%)
60
(<1%)
ZEROES:
1
(<1%)
---
MAX
1,451
613
95%
418
73
Q3
4
2
AVG
12
-51
MEDIAN
-99
-99
Q1
-99
-99
5%
-99
-99
MIN
-99
-99
RANGE
1,550
712
IQR
103
101
STD
243
76.7
VAR
59,129
5,882
KURT.
17.0
15.4
SKEW
3.99
2.78
SUM
2,604
-21,384
41
divert
VALUES:
7
(<1%)
5
(<1%)
MISSING:
3,082
(>99%)
9,143
(>99%)
DISTINCT:
3
(<1%)
2
(<1%)
5
71%
3
60%
Afghanistan
1
14%
2
40%
Unknown
1
14%
-
-
Pakistan
42
kidhijcountry
VALUES:
3
(<1%)
3
(<1%)
MISSING:
3,086
(>99%)
9,145
(>99%)
DISTINCT:
2
(<1%)
3
(<1%)
2
67%
1
33%
Afghanistan
1
33%
1
33%
Unknown
43
ransom
VALUES:
293
(9%)
562
(6%)
MISSING:
2,796
(91%)
8,586
(94%)
DISTINCT:
3
(<1%)
3
(<1%)
44
ransomamt
VALUES:
18
(<1%)
27
(<1%)
MISSING:
3,071
(>99%)
9,121
(>99%)
DISTINCT:
15
(<1%)
17
(<1%)
ZEROES:
1
(<1%)
---
MAX
30.0M
21.0M
95%
13.0M
8.2M
Q3
2.0M
0.3M
AVG
3.3M
1.4M
MEDIAN
0.5M
0.0M
Q1
0.0M
-0.0M
5%
-0.0M
-0.0M
MIN
-0.0M
-0.0M
RANGE
30.0M
21.0M
IQR
2.0M
304k
STD
7.3M
4.4M
VAR
53.6T
19.3T
KURT.
11.3
16.2
SKEW
3.24
3.91
SUM
59.3M
38.7M
45
ransomamtus
VALUES:
16
(<1%)
21
(<1%)
MISSING:
3,073
(>99%)
9,127
(>99%)
DISTINCT:
2
(<1%)
1
(<1%)
46
ransompaid
VALUES:
16
(<1%)
22
(<1%)
MISSING:
3,073
(>99%)
9,126
(>99%)
DISTINCT:
6
(<1%)
6
(<1%)
47
ransompaidus
VALUES:
15
(<1%)
21
(<1%)
MISSING:
3,074
(>99%)
9,127
(>99%)
DISTINCT:
1
(<1%)
1
(<1%)
48
hostkidoutcome
VALUES:
268
(9%)
507
(6%)
MISSING:
2,821
(91%)
8,641
(94%)
DISTINCT:
7
(<1%)
7
(<1%)
49
hostkidoutcome_txt
VALUES:
268
(9%)
507
(6%)
MISSING:
2,821
(91%)
8,641
(94%)
DISTINCT:
7
(<1%)
7
(<1%)
50
nreleased
VALUES:
267
(9%)
505
(6%)
MISSING:
2,822
(91%)
8,643
(94%)
DISTINCT:
28
(<1%)
15
(<1%)
ZEROES:
97
(3%)
119
(1%)
MAX
400
325
95%
15
4
Q3
1
1
MEDIAN
0
0
AVG
-26
-45
Q1
-99
-99
5%
-99
-99
MIN
-99
-99
RANGE
499
424
IQR
100
100
STD
56.0
52.8
VAR
3,132
2,792
KURT.
11.2
2.67
SKEW
1.23
0.556
SUM
-6,964
-22,848
51
dbsource
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
3
(<1%)
52
INT_LOG
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
1
(<1%)
53
INT_IDEO
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
1
(<1%)
54
INT_MISC
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
55
INT_ANY
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
2
(<1%)
56
Month
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
12
(<1%)
12
(<1%)
57
dayofweek
VALUES:
3,089
(100%)
9,148
(100%)
MISSING:
---
---
DISTINCT:
7
(<1%)
7
(<1%)
TTP
MISSING:
---
TOP CATEGORIES
TTP
0.0
1,692
55%
1.0
1,397
45%
ALL
3,089
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TTP
PROVIDES INFORMATION ON...
ransompaidus
1.00
gname
0.29
provstate
0.14
INT_LOG
0.13
dbsource
0.08
nwoundus
0.08
nhostkidus
0.08
nkillus
0.07
ransomamtus
0.07
INT_ANY
0.06
ransompaid
0.06
INT_IDEO
0.06
claimed
0.04
suicide
0.04

THESE FEATURES
GIVE INFORMATION
ON TTP:
gname
1.00
provstate
0.30
targsubtype1_txt
0.16
targtype1_txt
0.10
claimmode
0.09
claimmode_txt
0.09
dbsource
0.07
weapsubtype1_txt
0.05
INT_LOG
0.04
INT_ANY
0.04
INT_IDEO
0.04
claimed
0.04
propvalue
0.02
suicide
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TTP
CORRELATION RATIO WITH...
longitude
0.51
latitude
0.48
eventid
0.25
iyear
0.25
targtype1
0.13
targsubtype1
0.11
nkillter
0.11
nkill
0.10
nwound
0.07
weapsubtype1
0.03
nhostkid
0.03
ransomamt
0.03
ndays
0.03
nreleased
0.02
Associations
[Only including dataset "Train Data"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "Test Data"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
TTP
MISSING:
---
TOP CATEGORIES
TTP
0.0
1,692
55%
1.0
1,397
45%
ALL
3,089
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TTP
PROVIDES INFORMATION ON...
ransompaidus
1.00
gname
0.29
provstate
0.14
INT_LOG
0.13
dbsource
0.08
nwoundus
0.08
nhostkidus
0.08
nkillus
0.07
ransomamtus
0.07
INT_ANY
0.06
ransompaid
0.06
INT_IDEO
0.06
claimed
0.04
suicide
0.04

THESE FEATURES
GIVE INFORMATION
ON TTP:
gname
1.00
provstate
0.30
targsubtype1_txt
0.16
targtype1_txt
0.10
claimmode
0.09
claimmode_txt
0.09
dbsource
0.07
weapsubtype1_txt
0.05
INT_LOG
0.04
INT_ANY
0.04
INT_IDEO
0.04
claimed
0.04
propvalue
0.02
suicide
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TTP
CORRELATION RATIO WITH...
longitude
0.51
latitude
0.48
eventid
0.25
iyear
0.25
targtype1
0.13
targsubtype1
0.11
nkillter
0.11
nkill
0.10
nwound
0.07
weapsubtype1
0.03
nhostkid
0.03
ransomamt
0.03
ndays
0.03
nreleased
0.02
eventid
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
iyear
1.00
longitude
-0.29
latitude
-0.26
weapsubtype1
-0.17
ransomamt
-0.17
targtype1
-0.14
targsubtype1
-0.11
ndays
0.11
nhostkid
-0.06
imonth
-0.05
nkill
-0.04
nwound
-0.04
iday
-0.04
nreleased
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dbsource
0.77
claimmode
0.51
claimmode_txt
0.51
targsubtype1_txt
0.48
gname
0.48
weapsubtype1_txt
0.41
claimed
0.37
targtype1_txt
0.35
propvalue
0.33
provstate
0.31
TTP
0.25
weaptype1
0.23
weaptype1_txt
0.23
ransom
0.22
MOST FREQUENT VALUES
201303210007
1
<0.1%
0
0.0%
201501290014
1
<0.1%
0
0.0%
201602120073
1
<0.1%
0
0.0%
201407120001
1
<0.1%
0
0.0%
201407120015
1
<0.1%
0
0.0%
201206160014
1
<0.1%
0
0.0%
200905190028
1
<0.1%
0
0.0%
201307280011
1
<0.1%
0
0.0%
201510120074
1
<0.1%
0
0.0%
201504060041
1
<0.1%
0
0.0%
201612270001
1
<0.1%
0
0.0%
200902030007
1
<0.1%
0
0.0%
201602190006
1
<0.1%
0
0.0%
200907150005
1
<0.1%
0
0.0%
201301220020
1
<0.1%
0
0.0%
SMALLEST VALUES
200712060008
1
<0.1%
0
0.0%
200712230005
1
<0.1%
0
0.0%
200712270001
1
<0.1%
0
0.0%
200801010014
1
<0.1%
0
0.0%
200801050006
1
<0.1%
0
0.0%
200801050013
1
<0.1%
0
0.0%
200801060010
1
<0.1%
0
0.0%
200801060014
1
<0.1%
0
0.0%
200801060015
1
<0.1%
0
0.0%
200801290008
1
<0.1%
0
0.0%
200802010003
1
<0.1%
0
0.0%
200802160011
1
<0.1%
0
0.0%
200802210002
1
<0.1%
0
0.0%
200803010002
1
<0.1%
0
0.0%
200803080007
1
<0.1%
0
0.0%
LARGEST VALUES
201812310025
1
<0.1%
0
0.0%
201812260021
1
<0.1%
0
0.0%
201812230035
1
<0.1%
0
0.0%
201812140009
1
<0.1%
0
0.0%
201811230017
1
<0.1%
0
0.0%
201811230003
1
<0.1%
0
0.0%
201811220025
1
<0.1%
0
0.0%
201811210009
1
<0.1%
0
0.0%
201811180020
1
<0.1%
0
0.0%
201811180019
1
<0.1%
0
0.0%
201811170019
1
<0.1%
0
0.0%
201811170015
1
<0.1%
0
0.0%
201811160012
1
<0.1%
0
0.0%
201811160005
1
<0.1%
0
0.0%
201811130022
1
<0.1%
0
0.0%
iyear
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
eventid
1.00
longitude
-0.29
latitude
-0.27
weapsubtype1
-0.17
ransomamt
-0.16
targtype1
-0.14
targsubtype1
-0.11
ndays
0.11
nhostkid
-0.06
imonth
-0.06
nkill
-0.04
iday
-0.04
nwound
-0.04
nreleased
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dbsource
0.77
claimmode
0.51
claimmode_txt
0.51
targsubtype1_txt
0.48
gname
0.47
weapsubtype1_txt
0.41
claimed
0.37
targtype1_txt
0.35
propvalue
0.34
provstate
0.31
TTP
0.25
weaptype1
0.23
weaptype1_txt
0.23
ransom
0.22
MOST FREQUENT VALUES
2014
518
16.8%
1,625
17.8%
2015
389
12.6%
850
9.3%
2012
351
11.4%
1,301
14.2%
2013
342
11.1%
1,860
20.3%
2016
287
9.3%
577
6.3%
2011
248
8.0%
744
8.1%
2017
232
7.5%
486
5.3%
2009
205
6.6%
458
5.0%
2010
193
6.2%
507
5.5%
2018
172
5.6%
308
3.4%
2008
149
4.8%
411
4.5%
2007
3
<0.1%
21
0.2%
SMALLEST VALUES
2007
3
<0.1%
21
0.2%
2008
149
4.8%
411
4.5%
2009
205
6.6%
458
5.0%
2010
193
6.2%
507
5.5%
2011
248
8.0%
744
8.1%
2012
351
11.4%
1,301
14.2%
2013
342
11.1%
1,860
20.3%
2014
518
16.8%
1,625
17.8%
2015
389
12.6%
850
9.3%
2016
287
9.3%
577
6.3%
2017
232
7.5%
486
5.3%
2018
172
5.6%
308
3.4%
LARGEST VALUES
2018
172
5.6%
308
3.4%
2017
232
7.5%
486
5.3%
2016
287
9.3%
577
6.3%
2015
389
12.6%
850
9.3%
2014
518
16.8%
1,625
17.8%
2013
342
11.1%
1,860
20.3%
2012
351
11.4%
1,301
14.2%
2011
248
8.0%
744
8.1%
2010
193
6.2%
507
5.5%
2009
205
6.6%
458
5.0%
2008
149
4.8%
411
4.5%
2007
3
<0.1%
21
0.2%
imonth
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ransomamt
-0.36
nreleased
-0.13
iyear
-0.06
targsubtype1
-0.06
targtype1
-0.05
eventid
-0.05
latitude
0.04
weapsubtype1
-0.04
ndays
-0.03
nwoundte
0.02
nwound
-0.02
iday
0.01
nkillter
0.01
nhostkid
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Month
1.00
gname
0.30
targsubtype1_txt
0.25
targtype1_txt
0.17
INT_LOG
0.17
INT_ANY
0.17
INT_IDEO
0.16
ransom
0.16
weapsubtype1_txt
0.13
claimmode
0.10
claimmode_txt
0.10
propvalue
0.10
weaptype1
0.08
weaptype1_txt
0.08
MOST FREQUENT VALUES
1
318
10.3%
877
9.6%
11
315
10.2%
761
8.3%
5
292
9.5%
911
10.0%
2
291
9.4%
763
8.3%
6
261
8.4%
666
7.3%
12
250
8.1%
716
7.8%
8
245
7.9%
727
7.9%
3
242
7.8%
770
8.4%
4
228
7.4%
825
9.0%
9
225
7.3%
647
7.1%
10
212
6.9%
718
7.8%
7
210
6.8%
767
8.4%
SMALLEST VALUES
1
318
10.3%
877
9.6%
2
291
9.4%
763
8.3%
3
242
7.8%
770
8.4%
4
228
7.4%
825
9.0%
5
292
9.5%
911
10.0%
6
261
8.4%
666
7.3%
7
210
6.8%
767
8.4%
8
245
7.9%
727
7.9%
9
225
7.3%
647
7.1%
10
212
6.9%
718
7.8%
11
315
10.2%
761
8.3%
12
250
8.1%
716
7.8%
LARGEST VALUES
12
250
8.1%
716
7.8%
11
315
10.2%
761
8.3%
10
212
6.9%
718
7.8%
9
225
7.3%
647
7.1%
8
245
7.9%
727
7.9%
7
210
6.8%
767
8.4%
6
261
8.4%
666
7.3%
5
292
9.5%
911
10.0%
4
228
7.4%
825
9.0%
3
242
7.8%
770
8.4%
2
291
9.4%
763
8.3%
1
318
10.3%
877
9.6%
iday
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ransomamt
-0.26
nhostkid
-0.06
nreleased
0.04
iyear
-0.04
eventid
-0.04
targsubtype1
0.03
targtype1
0.03
nwound
0.01
nwoundte
0.01
imonth
0.01
longitude
-0.01
weapsubtype1
0.01
ndays
0.01
nkill
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
targsubtype1_txt
0.22
gname
0.19
weapsubtype1_txt
0.10
Month
0.10
targtype1_txt
0.09
provstate
0.09
claimmode
0.08
claimmode_txt
0.08
dayofweek
0.06
dbsource
0.05
nhours
0.05
attacktype1
0.05
attacktype1_txt
0.05
hostkidoutcome
0.05
MOST FREQUENT VALUES
15
130
4.2%
269
2.9%
1
119
3.9%
310
3.4%
12
115
3.7%
271
3.0%
25
114
3.7%
281
3.1%
21
112
3.6%
302
3.3%
13
111
3.6%
314
3.4%
26
110
3.6%
289
3.2%
2
109
3.5%
329
3.6%
7
106
3.4%
312
3.4%
9
105
3.4%
294
3.2%
3
105
3.4%
286
3.1%
14
104
3.4%
294
3.2%
16
104
3.4%
286
3.1%
4
103
3.3%
301
3.3%
23
103
3.3%
281
3.1%
SMALLEST VALUES
1
119
3.9%
310
3.4%
2
109
3.5%
329
3.6%
3
105
3.4%
286
3.1%
4
103
3.3%
301
3.3%
5
89
2.9%
281
3.1%
6
97
3.1%
333
3.6%
7
106
3.4%
312
3.4%
8
91
2.9%
322
3.5%
9
105
3.4%
294
3.2%
10
91
2.9%
310
3.4%
11
99
3.2%
320
3.5%
12
115
3.7%
271
3.0%
13
111
3.6%
314
3.4%
14
104
3.4%
294
3.2%
15
130
4.2%
269
2.9%
LARGEST VALUES
31
61
2.0%
160
1.7%
30
70
2.3%
237
2.6%
29
82
2.7%
327
3.6%
28
97
3.1%
297
3.2%
27
94
3.0%
336
3.7%
26
110
3.6%
289
3.2%
25
114
3.7%
281
3.1%
24
97
3.1%
282
3.1%
23
103
3.3%
281
3.1%
22
90
2.9%
337
3.7%
21
112
3.6%
302
3.3%
20
96
3.1%
278
3.0%
19
97
3.1%
281
3.1%
18
103
3.3%
305
3.3%
17
85
2.8%
323
3.5%
provstate
MISSING:
---
---
TOP CATEGORIES
TTP
Balochistan
1,076
35%
2,572
28%
78
7%
Khyber Pakhtunkhwa
754
24%
3,068
34%
562
75%
Federally Administered Tribal Areas
676
22%
1,581
17%
492
73%
Sindh
394
13%
1,480
16%
154
39%
Punjab
150
5%
328
4%
83
55%
Islamabad Capital Territory
22
<1%
64
<1%
13
59%
Gilgit-Baltistan
16
<1%
41
<1%
14
88%
Azad Kashmir
1
<1%
14
<1%
1
100%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
provstate
PROVIDES INFORMATION ON...
ransompaidus
1.00
TTP
0.30
nwoundus
0.28
gname
0.26
nkillus
0.22
ransompaid
0.17
ransomamtus
0.17
claimed
0.11
dbsource
0.10
nhostkidus
0.10
claimmode
0.09
claimmode_txt
0.09
targsubtype1_txt
0.09
targtype1_txt
0.08

THESE FEATURES
GIVE INFORMATION
ON provstate:
gname
0.40
targsubtype1_txt
0.23
TTP
0.14
targtype1_txt
0.13
claimmode
0.11
claimmode_txt
0.11
weapsubtype1_txt
0.09
claimed
0.05
dbsource
0.04
weaptype1
0.02
weaptype1_txt
0.02
attacktype1
0.02
attacktype1_txt
0.02
propvalue
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
provstate
CORRELATION RATIO WITH...
latitude
0.93
longitude
0.87
iyear
0.31
eventid
0.31
nkillter
0.18
nwound
0.17
ndays
0.14
nkill
0.12
weapsubtype1
0.10
targsubtype1
0.09
targtype1
0.09
iday
0.09
nwoundte
0.09
nreleased
0.09
city
MISSING:
3
(<1%)
6
(<1%)
277
9%
1,178
13%
Karachi
267
9%
503
6%
Quetta
159
5%
546
6%
Peshawar
56
2%
68
<1%
Lahore
53
2%
82
<1%
Mohmand district
49
2%
104
1%
Bara
44
1%
72
<1%
Bajaur district
40
1%
45
<1%
Orakzai district
36
1%
70
<1%
Turbat
34
1%
44
<1%
Pir Koh
29
<1%
106
1%
Dera Bugti
27
<1%
84
<1%
Sui
26
<1%
112
1%
Landi Kotal
25
<1%
63
<1%
Miran Shah
25
<1%
99
1%
Hangu
24
<1%
135
1%
Jamrud
24
<1%
66
<1%
Khyber district
22
<1%
60
<1%
Islamabad
21
<1%
66
<1%
Kohat
21
<1%
102
1%
Dera Ismail Khan
21
<1%
47
<1%
Dera Bugti district
20
<1%
110
1%
Bannu
19
<1%
46
<1%
Safi
19
<1%
43
<1%
Panjgur
19
<1%
51
<1%
Rawalpindi
19
<1%
46
<1%
Hyderabad
18
<1%
42
<1%
South Waziristan district
18
<1%
21
<1%
Panjgur district
17
<1%
42
<1%
Mingora
16
<1%
30
<1%
Mir Ali
16
<1%
38
<1%
Hub
16
<1%
23
<1%
Chattar
16
<1%
12
<1%
Tump
15
<1%
52
<1%
Mardan
14
<1%
81
<1%
Shabqadar
14
<1%
19
<1%
Pasni
14
<1%
21
<1%
Gwadar
14
<1%
15
<1%
Mand
13
<1%
36
<1%
Wana
13
<1%
28
<1%
North Waziristan district
12
<1%
70
<1%
Kurram district
12
<1%
27
<1%
Kech district
12
<1%
64
<1%
Dera Murad Jamali
12
<1%
5
<1%
Mashkai
12
<1%
81
<1%
Khuzdar
12
<1%
29
<1%
Swat district
12
<1%
27
<1%
Sibi
12
<1%
10
<1%
Awaran district
12
<1%
20
<1%
Parachinar
12
<1%
59
<1%
Hayatabad
11
<1%
41
<1%
Mattani
11
<1%
22
<1%
Machh
11
<1%
31
<1%
Khar
10
<1%
26
<1%
Mastung district
10
<1%
44
<1%
Mastung
10
<1%
57
<1%
Badaber
10
<1%
30
<1%
Darra Adam Khel
9
<1%
13
<1%
Loti
9
<1%
18
<1%
Datta Khel
9
<1%
31
<1%
Sariab
1,276
41%
4,029
44%
(Other)
latitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
longitude
0.82
iyear
-0.27
eventid
-0.26
ransomamt
-0.20
nkillter
0.12
weapsubtype1
0.10
nkill
0.10
ndays
-0.09
nhostkid
0.08
nreleased
-0.07
nwound
0.05
imonth
0.04
targsubtype1
-0.03
nwoundte
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
provstate
0.93
gname
0.72
targsubtype1_txt
0.48
TTP
0.48
targtype1_txt
0.37
claimmode
0.32
claimmode_txt
0.32
dbsource
0.32
weapsubtype1_txt
0.31
claimed
0.22
weaptype1
0.19
weaptype1_txt
0.19
propvalue
0.18
attacktype1
0.16
MOST FREQUENT VALUES
24.891116
252
8.2%
914
10.0%
30.20082
219
7.1%
339
3.7%
34.006004
154
5.0%
513
5.6%
31.50547
57
1.8%
71
0.8%
34.565494
51
1.7%
72
0.8%
30.200819
44
1.4%
155
1.7%
34.856902
40
1.3%
73
0.8%
33.697271
37
1.2%
37
0.4%
25.999413
35
1.1%
70
0.8%
29.143866
35
1.1%
47
0.5%
24.891115
27
0.9%
288
3.1%
28.633307
27
0.9%
79
0.9%
29.034412
27
0.9%
104
1.1%
33.915234
25
0.8%
43
0.5%
33.006516
21
0.7%
18
0.2%
SMALLEST VALUES
24.604231
1
<0.1%
0
0.0%
24.65922
1
<0.1%
0
0.0%
24.750996
1
<0.1%
2
<0.1%
24.790085
1
<0.1%
0
0.0%
24.891115
27
0.9%
288
3.1%
24.891116
252
8.2%
914
10.0%
24.901398
1
<0.1%
0
0.0%
24.960149
1
<0.1%
0
0.0%
24.974065
1
<0.1%
0
0.0%
24.975646
1
<0.1%
0
0.0%
24.975906
1
<0.1%
2
<0.1%
24.976461
1
<0.1%
1
<0.1%
25.005903
1
<0.1%
0
0.0%
25.027132
1
<0.1%
0
0.0%
25.03983
1
<0.1%
2
<0.1%
LARGEST VALUES
36.154988
1
<0.1%
0
0.0%
35.918091
1
<0.1%
11
0.1%
35.839232
2
<0.1%
0
0.0%
35.838527
1
<0.1%
0
0.0%
35.721955
2
<0.1%
1
<0.1%
35.68846
1
<0.1%
0
0.0%
35.62791
2
<0.1%
0
0.0%
35.519652
1
<0.1%
0
0.0%
35.490112
1
<0.1%
0
0.0%
35.450276
1
<0.1%
0
0.0%
35.438408
1
<0.1%
0
0.0%
35.438093
5
0.2%
4
<0.1%
35.430278
1
<0.1%
0
0.0%
35.422127
3
<0.1%
3
<0.1%
35.377922
1
<0.1%
0
0.0%
longitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
latitude
0.82
ransomamt
-0.44
eventid
-0.29
iyear
-0.29
weapsubtype1
0.15
nkillter
0.11
ndays
0.10
nkill
0.09
nhostkid
0.09
nwound
0.09
targtype1
0.06
targsubtype1
0.05
nreleased
-0.01
iday
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
provstate
0.87
gname
0.76
TTP
0.51
targsubtype1_txt
0.44
claimmode
0.40
claimmode_txt
0.40
dbsource
0.31
targtype1_txt
0.29
claimed
0.29
weapsubtype1_txt
0.28
weaptype1
0.15
weaptype1_txt
0.15
propvalue
0.15
attacktype1
0.13
MOST FREQUENT VALUES
67.143312
252
8.2%
914
10.0%
66.994352
219
7.1%
339
3.7%
71.537431
88
2.8%
362
4.0%
71.53743
66
2.1%
151
1.7%
71.477429
51
1.7%
73
0.8%
66.994354
44
1.4%
155
1.7%
71.429936
40
1.3%
73
0.8%
71.144852
37
1.2%
37
0.4%
63.047451
35
1.1%
70
0.8%
74.342879
32
1.0%
37
0.4%
69.099786
31
1.0%
34
0.4%
67.143311
27
0.9%
288
3.1%
74.34288
25
0.8%
34
0.4%
71.458679
25
0.8%
43
0.5%
69.859741
22
0.7%
46
0.5%
SMALLEST VALUES
61.584763
2
<0.1%
3
<0.1%
61.746847
5
0.2%
1
<0.1%
61.771953
3
<0.1%
0
0.0%
61.871716
1
<0.1%
0
0.0%
62.013619
2
<0.1%
1
<0.1%
62.037644
12
0.4%
15
0.2%
62.04134
1
<0.1%
0
0.0%
62.066667
2
<0.1%
0
0.0%
62.187885
1
<0.1%
0
0.0%
62.24798
1
<0.1%
0
0.0%
62.259736
1
<0.1%
0
0.0%
62.261097
1
<0.1%
0
0.0%
62.261208
1
<0.1%
0
0.0%
62.264785
1
<0.1%
0
0.0%
62.269993
1
<0.1%
2
<0.1%
LARGEST VALUES
74.999595
1
<0.1%
0
0.0%
74.8312
1
<0.1%
0
0.0%
74.575894
1
<0.1%
1
<0.1%
74.363546
1
<0.1%
0
0.0%
74.363412
1
<0.1%
0
0.0%
74.34288
25
0.8%
34
0.4%
74.342879
32
1.0%
37
0.4%
74.289803
1
<0.1%
11
0.1%
74.268464
1
<0.1%
0
0.0%
74.223296
1
<0.1%
0
0.0%
74.212872
1
<0.1%
0
0.0%
74.119856
2
<0.1%
0
0.0%
74.096529
3
<0.1%
3
<0.1%
74.0752
1
<0.1%
0
0.0%
74.074728
1
<0.1%
0
0.0%
multiple
MISSING:
---
---
TOP CATEGORIES
TTP
0
2,576
83%
8,479
93%
1,161
45%
1
513
17%
669
7%
236
46%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
multiple
PROVIDES INFORMATION ON...
ransompaidus
1.00
nhostkidus
0.02
ransompaid
0.02
ransom
0.02
nkillus
0.02
nwoundus
0.02
ransomamtus
0.02
gname
0.02
targsubtype1_txt
0.02
weaptype1
0.02
weaptype1_txt
0.02
nhours
0.02
attacktype1
0.01
attacktype1_txt
0.01

THESE FEATURES
GIVE INFORMATION
ON multiple:
targsubtype1_txt
0.15
gname
0.10
weapsubtype1_txt
0.07
targtype1_txt
0.06
attacktype1
0.04
attacktype1_txt
0.04
weaptype1
0.04
weaptype1_txt
0.04
provstate
0.03
Month
0.02
claimmode
0.02
claimmode_txt
0.02
property
0.01
ransom
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
multiple
CORRELATION RATIO WITH...
weapsubtype1
0.16
targtype1
0.09
targsubtype1
0.07
imonth
0.06
nkillter
0.05
nkill
0.05
latitude
0.03
longitude
0.03
nwound
0.03
nwoundte
0.03
ndays
0.02
nhostkid
0.02
iyear
0.01
ransomamt
0.01
success
MISSING:
---
---
TOP CATEGORIES
TTP
1
2,889
94%
7,639
84%
1,307
45%
0
200
6%
1,509
16%
90
45%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
success
PROVIDES INFORMATION ON...
ransompaidus
1.00
attacktype1
0.03
attacktype1_txt
0.03
ishostkid
0.02
hostkidoutcome
0.01
hostkidoutcome_txt
0.01
ransom
0.01
nhours
0.01
property
0.01
propextent
0.01
propextent_txt
0.01
targsubtype1_txt
0.01
nhostkidus
0.01
ransompaid
0.01

THESE FEATURES
GIVE INFORMATION
ON success:
targsubtype1_txt
0.15
attacktype1
0.14
attacktype1_txt
0.14
targtype1_txt
0.06
gname
0.05
propextent
0.05
propextent_txt
0.05
property
0.05
hostkidoutcome
0.03
hostkidoutcome_txt
0.03
weapsubtype1_txt
0.03
provstate
0.02
ishostkid
0.02
dbsource
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
success
CORRELATION RATIO WITH...
iyear
0.10
eventid
0.10
nkill
0.06
nwound
0.05
latitude
0.04
targsubtype1
0.03
nreleased
0.03
nwoundte
0.02
nhostkid
0.01
imonth
0.01
iday
0.01
weapsubtype1
0.01
ransomamt
0.01
targtype1
0.01
suicide
MISSING:
---
---
TOP CATEGORIES
TTP
0
2,818
91%
8,956
98%
1,210
43%
1
271
9%
192
2%
187
69%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
suicide
PROVIDES INFORMATION ON...
ransompaidus
1.00
weapsubtype1_txt
0.11
weaptype1
0.05
weaptype1_txt
0.05
nwoundus
0.04
attacktype1
0.04
attacktype1_txt
0.04
nhours
0.03
gname
0.02
TTP
0.02
INT_LOG
0.02
targsubtype1_txt
0.01
hostkidoutcome
0.01
hostkidoutcome_txt
0.01

THESE FEATURES
GIVE INFORMATION
ON suicide:
weapsubtype1_txt
0.85
targsubtype1_txt
0.18
weaptype1
0.17
weaptype1_txt
0.17
gname
0.16
attacktype1
0.16
attacktype1_txt
0.16
targtype1_txt
0.08
claimmode
0.05
claimmode_txt
0.05
provstate
0.05
TTP
0.04
propextent
0.03
propextent_txt
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
suicide
CORRELATION RATIO WITH...
nkill
0.46
nwound
0.46
weapsubtype1
0.20
nkillter
0.16
longitude
0.12
latitude
0.09
targsubtype1
0.06
targtype1
0.05
imonth
0.02
nhostkid
0.02
ransomamt
0.01
iday
0.01
iyear
0.01
eventid
0.01
attacktype1
MISSING:
---
---
TOP CATEGORIES
TTP
3
1,593
52%
5,281
58%
670
42%
2
866
28%
2,431
27%
369
43%
1
239
8%
616
7%
138
58%
6
233
8%
483
5%
125
54%
7
70
2%
198
2%
47
67%
9
63
2%
114
1%
36
57%
5
18
<1%
15
<1%
8
44%
8
7
<1%
10
<1%
4
57%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
attacktype1
PROVIDES INFORMATION ON...
attacktype1_txt
1.00
ransompaidus
1.00
ishostkid
0.83
weaptype1
0.70
weaptype1_txt
0.70
hostkidoutcome
0.60
hostkidoutcome_txt
0.60
nhours
0.48
ransompaid
0.33
nhostkidus
0.33
weapsubtype1_txt
0.31
ransomamtus
0.29
ransom
0.22
suicide
0.16

THESE FEATURES
GIVE INFORMATION
ON attacktype1:
attacktype1_txt
1.00
weapsubtype1_txt
0.57
weaptype1
0.51
weaptype1_txt
0.51
targsubtype1_txt
0.28
hostkidoutcome
0.20
hostkidoutcome_txt
0.20
ishostkid
0.19
targtype1_txt
0.14
gname
0.12
property
0.10
propextent
0.09
propextent_txt
0.09
nhours
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
attacktype1
CORRELATION RATIO WITH...
weapsubtype1
0.76
nreleased
0.40
nwound
0.20
eventid
0.18
iyear
0.18
nkillter
0.18
nkill
0.17
latitude
0.16
targtype1
0.14
longitude
0.13
nwoundte
0.12
nhostkid
0.12
targsubtype1
0.11
ransomamt
0.11
attacktype1_txt
MISSING:
---
---
TOP CATEGORIES
TTP
Bombing/Explosion
1,593
52%
5,281
58%
670
42%
Armed Assault
866
28%
2,431
27%
369
43%
Assassination
239
8%
616
7%
138
58%
Hostage Taking (Kidnapping)
233
8%
483
5%
125
54%
Facility/Infrastructure Attack
70
2%
198
2%
47
67%
Unknown
63
2%
114
1%
36
57%
Hostage Taking (Barricade Incident)
18
<1%
15
<1%
8
44%
Unarmed Assault
7
<1%
10
<1%
4
57%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
attacktype1_txt
PROVIDES INFORMATION ON...
attacktype1
1.00
ransompaidus
1.00
ishostkid
0.83
weaptype1
0.70
weaptype1_txt
0.70
hostkidoutcome
0.60
hostkidoutcome_txt
0.60
nhours
0.48
ransompaid
0.33
nhostkidus
0.33
weapsubtype1_txt
0.31
ransomamtus
0.29
ransom
0.22
suicide
0.16

THESE FEATURES
GIVE INFORMATION
ON attacktype1_txt:
attacktype1
1.00
weapsubtype1_txt
0.57
weaptype1
0.51
weaptype1_txt
0.51
targsubtype1_txt
0.28
hostkidoutcome
0.20
hostkidoutcome_txt
0.20
ishostkid
0.19
targtype1_txt
0.14
gname
0.12
property
0.10
propextent
0.09
propextent_txt
0.09
nhours
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
attacktype1_txt
CORRELATION RATIO WITH...
weapsubtype1
0.76
nreleased
0.40
nwound
0.20
eventid
0.18
iyear
0.18
nkillter
0.18
nkill
0.17
latitude
0.16
targtype1
0.14
longitude
0.13
nwoundte
0.12
nhostkid
0.12
targsubtype1
0.11
ransomamt
0.11
targtype1
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
targsubtype1
0.98
ransomamt
0.25
weapsubtype1
0.20
eventid
-0.14
iyear
-0.14
nkillter
-0.11
nreleased
-0.10
ndays
-0.08
longitude
0.06
imonth
-0.05
nwoundte
-0.04
nhostkid
0.04
iday
0.03
latitude
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
targtype1_txt
1.00
targsubtype1_txt
0.98
gname
0.37
weapsubtype1_txt
0.29
propextent
0.17
propextent_txt
0.17
attacktype1
0.14
attacktype1_txt
0.14
weaptype1
0.14
weaptype1_txt
0.14
claimmode
0.13
claimmode_txt
0.13
Month
0.13
TTP
0.13
MOST FREQUENT VALUES
4
659
21.3%
1,045
11.4%
14
643
20.8%
2,063
22.6%
3
476
15.4%
1,234
13.5%
1
213
6.9%
747
8.2%
8
212
6.9%
721
7.9%
21
195
6.3%
384
4.2%
2
186
6.0%
800
8.7%
19
123
4.0%
336
3.7%
17
122
3.9%
216
2.4%
15
86
2.8%
350
3.8%
22
42
1.4%
286
3.1%
20
35
1.1%
677
7.4%
10
34
1.1%
117
1.3%
7
23
0.7%
39
0.4%
12
14
0.5%
53
0.6%
SMALLEST VALUES
1
213
6.9%
747
8.2%
2
186
6.0%
800
8.7%
3
476
15.4%
1,234
13.5%
4
659
21.3%
1,045
11.4%
6
9
0.3%
16
0.2%
7
23
0.7%
39
0.4%
8
212
6.9%
721
7.9%
9
4
0.1%
16
0.2%
10
34
1.1%
117
1.3%
11
1
<0.1%
2
<0.1%
12
14
0.5%
53
0.6%
13
2
<0.1%
2
<0.1%
14
643
20.8%
2,063
22.6%
15
86
2.8%
350
3.8%
16
6
0.2%
43
0.5%
LARGEST VALUES
22
42
1.4%
286
3.1%
21
195
6.3%
384
4.2%
20
35
1.1%
677
7.4%
19
123
4.0%
336
3.7%
18
4
0.1%
1
<0.1%
17
122
3.9%
216
2.4%
16
6
0.2%
43
0.5%
15
86
2.8%
350
3.8%
14
643
20.8%
2,063
22.6%
13
2
<0.1%
2
<0.1%
12
14
0.5%
53
0.6%
11
1
<0.1%
2
<0.1%
10
34
1.1%
117
1.3%
9
4
0.1%
16
0.2%
8
212
6.9%
721
7.9%
targtype1_txt
MISSING:
---
---
TOP CATEGORIES
TTP
Military
659
21%
1,045
11%
297
45%
Private Citizens & Property
643
21%
2,063
23%
304
47%
Police
476
15%
1,234
13%
240
50%
Business
213
7%
747
8%
71
33%
Educational Institution
212
7%
721
8%
164
77%
Utilities
195
6%
384
4%
6
3%
Government (General)
186
6%
800
9%
95
51%
Transportation
123
4%
336
4%
13
11%
Terrorists/Non-State Militia
122
4%
216
2%
75
61%
Religious Figures/Institutions
86
3%
350
4%
40
47%
Violent Political Party
42
1%
286
3%
21
50%
Unknown
35
1%
677
7%
11
31%
Journalists & Media
34
1%
117
1%
16
47%
Government (Diplomatic)
23
<1%
39
<1%
19
83%
NGO
14
<1%
53
<1%
14
100%
Airports & Aircraft
9
<1%
16
<1%
4
44%
Telecommunication
6
<1%
43
<1%
2
33%
(Other)
11
<1%
5
45%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
targtype1_txt
PROVIDES INFORMATION ON...
ransompaidus
1.00
targsubtype1_txt
0.60
nwoundus
0.56
ransomamtus
0.50
nhostkidus
0.37
ransompaid
0.24
INT_MISC
0.19
nkillus
0.17
gname
0.17
dbsource
0.15
ransom
0.14
attacktype1
0.14
attacktype1_txt
0.14
weapsubtype1_txt
0.13

THESE FEATURES
GIVE INFORMATION
ON targtype1_txt:
targsubtype1_txt
0.98
gname
0.17
weapsubtype1_txt
0.14
provstate
0.08
attacktype1
0.08
attacktype1_txt
0.08
claimmode
0.06
claimmode_txt
0.06
weaptype1
0.05
weaptype1_txt
0.05
propextent
0.05
propextent_txt
0.05
dbsource
0.04
property
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
targtype1_txt
CORRELATION RATIO WITH...
targtype1
1.00
targsubtype1
0.96
weapsubtype1
0.43
latitude
0.37
iyear
0.35
eventid
0.35
longitude
0.29
nkillter
0.26
ransomamt
0.25
nkill
0.22
nwound
0.22
ndays
0.20
imonth
0.17
nreleased
0.14
targsubtype1
MISSING:
74
(2%)
777
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
targtype1
0.98
ransomamt
0.24
weapsubtype1
0.18
eventid
-0.11
iyear
-0.11
nkillter
-0.11
nreleased
-0.10
ndays
-0.08
imonth
-0.06
longitude
0.05
nwoundte
-0.04
latitude
-0.03
iday
0.03
nwound
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
targsubtype1_txt
1.00
targtype1_txt
0.96
gname
0.34
weapsubtype1_txt
0.26
propextent
0.18
propextent_txt
0.18
Month
0.14
attacktype1
0.11
attacktype1_txt
0.11
TTP
0.11
weaptype1
0.11
weaptype1_txt
0.11
claimmode
0.10
claimmode_txt
0.10
MOST FREQUENT VALUES
25.0
208
6.9%
516
6.2%
49.0
190
6.3%
606
7.2%
27.0
187
6.2%
264
3.2%
67.0
176
5.8%
493
5.9%
29.0
171
5.7%
227
2.7%
23.0
153
5.1%
367
4.4%
106.0
126
4.2%
173
2.1%
94.0
98
3.3%
186
2.2%
39.0
95
3.2%
160
1.9%
100.0
91
3.0%
148
1.8%
22.0
90
3.0%
279
3.3%
18.0
86
2.9%
300
3.6%
84.0
75
2.5%
322
3.8%
77.0
69
2.3%
226
2.7%
68.0
67
2.2%
274
3.3%
SMALLEST VALUES
1.0
15
0.5%
61
0.7%
2.0
12
0.4%
21
0.3%
3.0
26
0.9%
18
0.2%
4.0
2
<0.1%
5
<0.1%
5.0
6
0.2%
45
0.5%
6.0
11
0.4%
118
1.4%
7.0
50
1.7%
254
3.0%
8.0
8
0.3%
44
0.5%
9.0
1
<0.1%
4
<0.1%
10.0
8
0.3%
14
0.2%
11.0
5
0.2%
34
0.4%
12.0
49
1.6%
63
0.8%
13.0
3
<0.1%
3
<0.1%
14.0
16
0.5%
36
0.4%
15.0
32
1.1%
296
3.5%
LARGEST VALUES
113.0
22
0.7%
3
<0.1%
112.0
2
<0.1%
11
0.1%
111.0
5
0.2%
10
0.1%
110.0
14
0.5%
35
0.4%
109.0
23
0.8%
241
2.9%
108.0
3
<0.1%
23
0.3%
107.0
66
2.2%
188
2.2%
106.0
126
4.2%
173
2.1%
105.0
3
<0.1%
6
<0.1%
104.0
1
<0.1%
4
<0.1%
103.0
11
0.4%
62
0.7%
101.0
4
0.1%
32
0.4%
100.0
91
3.0%
148
1.8%
99.0
12
0.4%
83
1.0%
98.0
1
<0.1%
0
0.0%
targsubtype1_txt
MISSING:
74
(2%)
777
(8%)
TOP CATEGORIES
TTP
Police Security Forces/Officers
208
7%
516
6%
90
43%
School/University/Educational Building
190
6%
606
7%
159
84%
Military Barracks/Base/Headquarters/Checkpost
187
6%
264
3%
98
52%
Unnamed Civilian/Unspecified
176
6%
493
6%
115
65%
Military Unit/Patrol/Convoy
171
6%
227
3%
57
33%
Police Patrol (including vehicles and convoys)
153
5%
367
4%
88
58%
Gas
126
4%
173
2%
2
2%
Non-State Militia
98
3%
186
2%
61
62%
Paramilitary
95
3%
160
2%
42
44%
Train/Train Tracks/Trolley
91
3%
148
2%
2
2%
Police Building (headquarters, station, school)
90
3%
279
3%
51
57%
Government Personnel (excluding police, military)
86
3%
300
4%
45
52%
Political Party Member/Rally
75
2%
322
4%
43
57%
Laborer (General)/Occupation Identified
69
2%
226
3%
25
36%
Named Civilian
67
2%
274
3%
29
43%
Military Checkpoint
66
2%
79
<1%
18
27%
Military Personnel (soldiers, troops, officers, forces)
66
2%
135
2%
40
61%
(Other)
1,001
33%
432
40%
ALL
3,015
100%
8,371
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
targsubtype1_txt
PROVIDES INFORMATION ON...
ransompaidus
1.00
targtype1_txt
0.98
nwoundus
0.76
nkillus
0.62
nhostkidus
0.57
INT_MISC
0.50
ransomamtus
0.41
ransompaid
0.36
gname
0.31
attacktype1
0.28
attacktype1_txt
0.28
dbsource
0.28
ransom
0.26
weapsubtype1_txt
0.26

THESE FEATURES
GIVE INFORMATION
ON targsubtype1_txt:
targtype1_txt
0.60
gname
0.19
weapsubtype1_txt
0.16
attacktype1
0.10
attacktype1_txt
0.10
provstate
0.09
claimmode
0.07
claimmode_txt
0.07
weaptype1
0.06
weaptype1_txt
0.06
Month
0.06
propextent
0.06
propextent_txt
0.06
property
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
targsubtype1_txt
CORRELATION RATIO WITH...
targsubtype1
1.00
targtype1
0.98
weapsubtype1
0.53
eventid
0.48
iyear
0.48
latitude
0.48
longitude
0.44
nwound
0.43
ndays
0.42
ransomamt
0.37
nkill
0.35
nkillter
0.35
imonth
0.25
nreleased
0.22
gname
MISSING:
---
---
TOP CATEGORIES
TTP
Tehrik-i-Taliban Pakistan (TTP)
1,397
45%
0
0%
1,397
100%
Baloch Republican Army (BRA)
314
10%
0
0%
0
0%
Baloch Liberation Front (BLF)
197
6%
0
0%
0
0%
Baloch Liberation Army (BLA)
163
5%
0
0%
0
0%
Lashkar-e-Jhangvi
121
4%
0
0%
0
0%
Khorasan Chapter of the Islamic State
120
4%
0
0%
0
0%
Lashkar-e-Islam (Pakistan)
120
4%
0
0%
0
0%
United Baloch Army (UBA)
88
3%
0
0%
0
0%
Sindhu Desh Liberation Army (SDLA)
58
2%
0
0%
0
0%
Taliban
46
1%
0
0%
0
0%
Hizb-ul-Ahrar (HuA)
32
1%
0
0%
0
0%
Lashkar-e-Balochistan
31
1%
0
0%
0
0%
Militants
31
1%
0
0%
0
0%
Balochistan Liberation United Front (BLUF)
28
<1%
0
0%
0
0%
Sindhudesh Revolutionary Army (SRA)
27
<1%
0
0%
0
0%
Baloch Nationalists
25
<1%
0
0%
0
0%
Jaish-e-Islam
24
<1%
0
0%
0
0%
(Other)
267
9%
0
0%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gname
PROVIDES INFORMATION ON...
TTP
1.00
ransompaidus
1.00
INT_LOG
1.00
INT_ANY
0.68
INT_IDEO
0.66
nkillus
0.50
ransomamtus
0.47
nhostkidus
0.43
provstate
0.40
nwoundus
0.33
ransompaid
0.29
claimed
0.27
claimmode
0.24
claimmode_txt
0.24

THESE FEATURES
GIVE INFORMATION
ON gname:
targsubtype1_txt
0.31
TTP
0.29
provstate
0.26
claimmode
0.18
claimmode_txt
0.18
targtype1_txt
0.17
weapsubtype1_txt
0.14
INT_ANY
0.13
INT_IDEO
0.12
INT_LOG
0.09
Month
0.09
claimed
0.07
attacktype1
0.06
attacktype1_txt
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gname
CORRELATION RATIO WITH...
longitude
0.76
latitude
0.72
eventid
0.48
iyear
0.47
targtype1
0.37
weapsubtype1
0.36
targsubtype1
0.34
imonth
0.30
nwound
0.25
nkill
0.24
iday
0.19
ndays
0.19
nkillter
0.18
nreleased
0.17
claimed
MISSING:
---
---
TOP CATEGORIES
TTP
1
2,097
68%
13
<1%
790
38%
0
985
32%
9,118
>99%
602
61%
-9
7
<1%
17
<1%
5
71%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
claimed
PROVIDES INFORMATION ON...
ransompaidus
1.00
claimmode
0.36
claimmode_txt
0.36
nwoundus
0.19
INT_LOG
0.14
ransomamtus
0.13
dbsource
0.09
gname
0.07
INT_IDEO
0.06
ransompaid
0.05
INT_ANY
0.05
provstate
0.05
nkillus
0.05
propvalue
0.05

THESE FEATURES
GIVE INFORMATION
ON claimed:
claimmode
0.98
claimmode_txt
0.98
gname
0.27
targsubtype1_txt
0.16
provstate
0.11
targtype1_txt
0.08
dbsource
0.08
weapsubtype1_txt
0.06
propvalue
0.05
INT_LOG
0.05
INT_IDEO
0.04
TTP
0.04
INT_ANY
0.04
weaptype1
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
claimed
CORRELATION RATIO WITH...
iyear
0.37
eventid
0.37
longitude
0.29
latitude
0.22
nwound
0.13
imonth
0.07
nkillter
0.06
nreleased
0.06
nkill
0.06
nwoundte
0.05
weapsubtype1
0.04
targtype1
0.04
ndays
0.03
nhostkid
0.03
claimmode
MISSING:
992
(32%)
9,124
(>99%)
TOP CATEGORIES
TTP
2.0
821
39%
0
0%
158
19%
10.0
434
21%
11
46%
221
51%
8.0
334
16%
6
25%
161
48%
7.0
249
12%
0
0%
113
45%
4.0
125
6%
0
0%
86
69%
5.0
111
5%
7
29%
36
32%
6.0
14
<1%
0
0%
8
57%
9.0
7
<1%
0
0%
5
71%
1.0
2
<1%
0
0%
2
100%
ALL
2,097
100%
24
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
claimmode
PROVIDES INFORMATION ON...
claimmode_txt
1.00
ransompaidus
1.00
claimed
0.98
nkillus
0.20
dbsource
0.18
gname
0.18
nwoundus
0.16
INT_LOG
0.15
ransompaid
0.14
ransomamtus
0.13
provstate
0.11
INT_ANY
0.10
INT_IDEO
0.10
TTP
0.09

THESE FEATURES
GIVE INFORMATION
ON claimmode:
claimmode_txt
1.00
claimed
0.36
gname
0.24
targsubtype1_txt
0.16
provstate
0.09
targtype1_txt
0.07
weapsubtype1_txt
0.06
dbsource
0.06
TTP
0.04
INT_ANY
0.03
INT_IDEO
0.03
propvalue
0.02
attacktype1
0.02
attacktype1_txt
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
claimmode
CORRELATION RATIO WITH...
eventid
0.51
iyear
0.51
longitude
0.40
latitude
0.32
ndays
0.24
nwound
0.15
nkill
0.14
targtype1
0.13
nkillter
0.12
ransomamt
0.11
imonth
0.10
targsubtype1
0.10
weapsubtype1
0.09
nreleased
0.08
claimmode_txt
MISSING:
992
(32%)
9,124
(>99%)
TOP CATEGORIES
TTP
Call (post-incident)
821
39%
0
0%
158
19%
Unknown
434
21%
11
46%
221
51%
Personal claim
334
16%
6
25%
161
48%
Posted to website, blog, etc.
249
12%
0
0%
113
45%
E-mail
125
6%
0
0%
86
69%
Note left at scene
111
5%
7
29%
36
32%
Video
14
<1%
0
0%
8
57%
Other
7
<1%
0
0%
5
71%
Letter
2
<1%
0
0%
2
100%
ALL
2,097
100%
24
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
claimmode_txt
PROVIDES INFORMATION ON...
claimmode
1.00
ransompaidus
1.00
claimed
0.98
nkillus
0.20
dbsource
0.18
gname
0.18
nwoundus
0.16
INT_LOG
0.15
ransompaid
0.14
ransomamtus
0.13
provstate
0.11
INT_ANY
0.10
INT_IDEO
0.10
TTP
0.09

THESE FEATURES
GIVE INFORMATION
ON claimmode_txt:
claimmode
1.00
claimed
0.36
gname
0.24
targsubtype1_txt
0.16
provstate
0.09
targtype1_txt
0.07
weapsubtype1_txt
0.06
dbsource
0.06
TTP
0.04
INT_ANY
0.03
INT_IDEO
0.03
propvalue
0.02
attacktype1
0.02
attacktype1_txt
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
claimmode_txt
CORRELATION RATIO WITH...
eventid
0.51
iyear
0.51
longitude
0.40
latitude
0.32
ndays
0.24
nwound
0.15
nkill
0.14
targtype1
0.13
nkillter
0.12
ransomamt
0.11
imonth
0.10
targsubtype1
0.10
weapsubtype1
0.09
nreleased
0.08
weaptype1
MISSING:
---
---
TOP CATEGORIES
TTP
6
1,794
58%
5,575
61%
786
44%
5
1,064
34%
3,080
34%
461
43%
13
141
5%
318
3%
84
60%
8
56
2%
123
1%
42
75%
9
32
1%
44
<1%
24
75%
2
2
<1%
5
<1%
0
0%
12
0
0%
2
<1%
10
0
0%
1
<1%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
weaptype1
PROVIDES INFORMATION ON...
weaptype1_txt
1.00
ransompaidus
1.00
attacktype1
0.51
attacktype1_txt
0.51
weapsubtype1_txt
0.40
ransomamtus
0.34
ishostkid
0.22
ransompaid
0.20
hostkidoutcome
0.18
hostkidoutcome_txt
0.18
suicide
0.17
property
0.15
nhostkidus
0.14
nkillus
0.13

THESE FEATURES
GIVE INFORMATION
ON weaptype1:
weaptype1_txt
1.00
weapsubtype1_txt
0.99
attacktype1
0.70
attacktype1_txt
0.70
targsubtype1_txt
0.25
property
0.15
gname
0.13
targtype1_txt
0.13
propextent
0.12
propextent_txt
0.12
hostkidoutcome
0.08
hostkidoutcome_txt
0.08
ishostkid
0.07
propvalue
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
weaptype1
CORRELATION RATIO WITH...
weapsubtype1
0.88
nreleased
0.27
iyear
0.23
eventid
0.23
nwound
0.20
latitude
0.19
longitude
0.15
targtype1
0.14
targsubtype1
0.11
ndays
0.09
nkill
0.09
nkillter
0.09
nhostkid
0.08
imonth
0.08
weaptype1_txt
MISSING:
---
---
TOP CATEGORIES
TTP
Explosives
1,794
58%
5,575
61%
786
44%
Firearms
1,064
34%
3,080
34%
461
43%
Unknown
141
5%
318
3%
84
60%
Incendiary
56
2%
123
1%
42
75%
Melee
32
1%
44
<1%
24
75%
Chemical
2
<1%
5
<1%
0
0%
Other
0
0%
2
<1%
Vehicle (not to include vehicle-borne explosives, i.e., car or truck bombs)
0
0%
1
<1%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
weaptype1_txt
PROVIDES INFORMATION ON...
weaptype1
1.00
ransompaidus
1.00
attacktype1
0.51
attacktype1_txt
0.51
weapsubtype1_txt
0.40
ransomamtus
0.34
ishostkid
0.22
ransompaid
0.20
hostkidoutcome
0.18
hostkidoutcome_txt
0.18
suicide
0.17
property
0.15
nhostkidus
0.14
nkillus
0.13

THESE FEATURES
GIVE INFORMATION
ON weaptype1_txt:
weaptype1
1.00
weapsubtype1_txt
0.99
attacktype1
0.70
attacktype1_txt
0.70
targsubtype1_txt
0.25
property
0.15
gname
0.13
targtype1_txt
0.13
propextent
0.12
propextent_txt
0.12
hostkidoutcome
0.08
hostkidoutcome_txt
0.08
ishostkid
0.07
propvalue
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
weaptype1_txt
CORRELATION RATIO WITH...
weapsubtype1
0.88
nreleased
0.27
iyear
0.23
eventid
0.23
nwound
0.20
latitude
0.19
longitude
0.15
targtype1
0.14
targsubtype1
0.11
ndays
0.09
nkill
0.09
nkillter
0.09
nhostkid
0.08
imonth
0.08
weapsubtype1
MISSING:
143
(5%)
325
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
targtype1
0.20
targsubtype1
0.18
eventid
-0.17
iyear
-0.17
longitude
0.15
ransomamt
-0.15
nhostkid
0.14
nwound
0.13
nreleased
0.12
ndays
-0.12
latitude
0.10
nkillter
-0.09
nwoundte
-0.06
imonth
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
weapsubtype1_txt
1.00
weaptype1
0.88
weaptype1_txt
0.88
attacktype1
0.76
attacktype1_txt
0.76
targsubtype1_txt
0.53
property
0.44
targtype1_txt
0.43
propextent
0.40
propextent_txt
0.40
gname
0.36
hostkidoutcome
0.26
hostkidoutcome_txt
0.26
ishostkid
0.25
MOST FREQUENT VALUES
5.0
892
30.3%
2,801
31.7%
16.0
447
15.2%
1,997
22.6%
12.0
287
9.7%
730
8.3%
11.0
212
7.2%
580
6.6%
17.0
202
6.9%
810
9.2%
15.0
195
6.6%
244
2.8%
13.0
181
6.1%
144
1.6%
7.0
146
5.0%
558
6.3%
2.0
93
3.2%
143
1.6%
8.0
80
2.7%
350
4.0%
3.0
72
2.4%
122
1.4%
18.0
53
1.8%
113
1.3%
23.0
27
0.9%
35
0.4%
14.0
20
0.7%
89
1.0%
29.0
16
0.5%
47
0.5%
SMALLEST VALUES
2.0
93
3.2%
143
1.6%
3.0
72
2.4%
122
1.4%
4.0
7
0.2%
12
0.1%
5.0
892
30.3%
2,801
31.7%
6.0
1
<0.1%
2
<0.1%
7.0
146
5.0%
558
6.3%
8.0
80
2.7%
350
4.0%
9.0
1
<0.1%
0
0.0%
11.0
212
7.2%
580
6.6%
12.0
287
9.7%
730
8.3%
13.0
181
6.1%
144
1.6%
14.0
20
0.7%
89
1.0%
15.0
195
6.6%
244
2.8%
16.0
447
15.2%
1,997
22.6%
17.0
202
6.9%
810
9.2%
LARGEST VALUES
30.0
1
<0.1%
1
<0.1%
29.0
16
0.5%
47
0.5%
28.0
6
0.2%
16
0.2%
27.0
1
<0.1%
3
<0.1%
24.0
3
0.1%
2
<0.1%
23.0
27
0.9%
35
0.4%
22.0
1
<0.1%
1
<0.1%
20.0
2
<0.1%
1
<0.1%
18.0
53
1.8%
113
1.3%
17.0
202
6.9%
810
9.2%
16.0
447
15.2%
1,997
22.6%
15.0
195
6.6%
244
2.8%
14.0
20
0.7%
89
1.0%
13.0
181
6.1%
144
1.6%
12.0
287
9.7%
730
8.3%
weapsubtype1_txt
MISSING:
143
(5%)
325
(4%)
TOP CATEGORIES
TTP
Unknown Gun Type
892
30%
2,801
32%
392
44%
Unknown Explosive Type
447
15%
1,997
23%
133
30%
Remote Trigger
287
10%
730
8%
111
39%
Projectile (rockets, mortars, RPGs, etc.)
212
7%
580
7%
74
35%
Other Explosive Type
202
7%
810
9%
128
63%
Vehicle
195
7%
244
3%
109
56%
Suicide (carried bodily by human being)
181
6%
144
2%
127
70%
Grenade
146
5%
558
6%
45
31%
Automatic or Semi-Automatic Rifle
93
3%
143
2%
41
44%
Landmine
80
3%
350
4%
38
48%
Handgun
72
2%
122
1%
25
35%
Arson/Fire
53
2%
113
1%
40
75%
Knife or Other Sharp Object
27
<1%
35
<1%
20
74%
Time Fuse
20
<1%
89
1%
7
35%
Sticky Bomb
16
<1%
47
<1%
8
50%
Rifle/Shotgun (non-automatic)
7
<1%
12
<1%
3
43%
Dynamite/TNT
6
<1%
16
<1%
5
83%
(Other)
10
<1%
91
59%
ALL
2,946
100%
8,823
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
weapsubtype1_txt
PROVIDES INFORMATION ON...
ransompaidus
1.00
weaptype1
0.99
weaptype1_txt
0.99
suicide
0.85
attacktype1
0.57
attacktype1_txt
0.57
ransomamtus
0.34
ishostkid
0.26
hostkidoutcome
0.23
hostkidoutcome_txt
0.23
nwoundus
0.22
nkillus
0.22
ransompaid
0.21
dbsource
0.19

THESE FEATURES
GIVE INFORMATION
ON weapsubtype1_txt:
weaptype1
0.40
weaptype1_txt
0.40
attacktype1
0.31
attacktype1_txt
0.31
targsubtype1_txt
0.26
gname
0.14
targtype1_txt
0.13
suicide
0.11
property
0.07
propextent
0.07
propextent_txt
0.07
provstate
0.06
claimmode
0.05
claimmode_txt
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
weapsubtype1_txt
CORRELATION RATIO WITH...
weapsubtype1
1.00
nwound
0.49
nkill
0.48
eventid
0.41
iyear
0.41
latitude
0.31
targtype1
0.29
longitude
0.28
nreleased
0.27
targsubtype1
0.26
nkillter
0.22
imonth
0.13
nwoundte
0.10
ndays
0.10
nkill
MISSING:
39
(1%)
171
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
nwound
0.76
nkillter
0.33
nhostkid
0.22
nreleased
-0.14
nwoundte
0.11
latitude
0.10
longitude
0.09
ransomamt
0.06
eventid
-0.04
iyear
-0.04
weapsubtype1
0.04
ndays
0.01
targsubtype1
0.00
iday
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
weapsubtype1_txt
0.48
suicide
0.46
targsubtype1_txt
0.35
gname
0.24
targtype1_txt
0.22
attacktype1
0.17
attacktype1_txt
0.17
claimmode
0.14
claimmode_txt
0.14
provstate
0.12
TTP
0.10
dayofweek
0.10
propextent
0.09
propextent_txt
0.09
MOST FREQUENT VALUES
0.0
1,265
41.5%
5,428
60.5%
1.0
650
21.3%
2,119
23.6%
2.0
310
10.2%
717
8.0%
3.0
193
6.3%
281
3.1%
4.0
122
4.0%
119
1.3%
5.0
76
2.5%
62
0.7%
6.0
75
2.5%
59
0.7%
7.0
49
1.6%
28
0.3%
8.0
37
1.2%
30
0.3%
9.0
24
0.8%
25
0.3%
14.0
21
0.7%
4
<0.1%
11.0
19
0.6%
14
0.2%
12.0
19
0.6%
7
<0.1%
10.0
17
0.6%
21
0.2%
13.0
16
0.5%
9
0.1%
SMALLEST VALUES
0.0
1,265
41.5%
5,428
60.5%
1.0
650
21.3%
2,119
23.6%
2.0
310
10.2%
717
8.0%
3.0
193
6.3%
281
3.1%
4.0
122
4.0%
119
1.3%
5.0
76
2.5%
62
0.7%
6.0
75
2.5%
59
0.7%
7.0
49
1.6%
28
0.3%
8.0
37
1.2%
30
0.3%
9.0
24
0.8%
25
0.3%
10.0
17
0.6%
21
0.2%
11.0
19
0.6%
14
0.2%
12.0
19
0.6%
7
<0.1%
13.0
16
0.5%
9
0.1%
14.0
21
0.7%
4
<0.1%
LARGEST VALUES
158.0
1
<0.1%
0
0.0%
150.0
1
<0.1%
0
0.0%
120.0
1
<0.1%
0
0.0%
106.0
1
<0.1%
0
0.0%
100.0
1
<0.1%
0
0.0%
96.0
1
<0.1%
0
0.0%
91.0
2
<0.1%
0
0.0%
87.0
1
<0.1%
0
0.0%
82.0
1
<0.1%
0
0.0%
79.0
1
<0.1%
0
0.0%
75.0
1
<0.1%
0
0.0%
70.0
1
<0.1%
0
0.0%
67.0
1
<0.1%
0
0.0%
66.0
1
<0.1%
0
0.0%
64.0
1
<0.1%
0
0.0%
nkillus
MISSING:
1
(<1%)
5
(<1%)
TOP CATEGORIES
TTP
0.0
3,086
>99%
9,141
>99%
1,397
45%
1.0
2
<1%
2
<1%
0
0%
ALL
3,088
100%
9,143
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
nkillus
PROVIDES INFORMATION ON...
ransompaidus
1.00
nhostkidus
0.24
INT_MISC
0.01
INT_IDEO
0.00
INT_ANY
0.00
hostkidoutcome
0.00
hostkidoutcome_txt
0.00
ishostkid
0.00
gname
0.00
targsubtype1_txt
0.00
provstate
0.00
weaptype1
0.00
weaptype1_txt
0.00
dayofweek
0.00

THESE FEATURES
GIVE INFORMATION
ON nkillus:
targsubtype1_txt
0.62
gname
0.50
INT_MISC
0.39
nhostkidus
0.34
INT_IDEO
0.28
INT_ANY
0.27
dayofweek
0.24
Month
0.23
provstate
0.22
weapsubtype1_txt
0.22
claimmode
0.20
claimmode_txt
0.20
targtype1_txt
0.17
attacktype1
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
nkillus
CORRELATION RATIO WITH...
ndays
0.25
weapsubtype1
0.03
latitude
0.02
imonth
0.02
iday
0.02
longitude
0.01
targsubtype1
0.01
nkillter
0.01
targtype1
0.01
nwound
0.00
nreleased
0.00
nwoundte
0.00
eventid
0.00
iyear
0.00
nkillter
MISSING:
17
(<1%)
16
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
nwoundte
0.57
nkill
0.33
nreleased
-0.19
latitude
0.12
ransomamt
-0.11
nwound
0.11
targtype1
-0.11
targsubtype1
-0.11
longitude
0.11
weapsubtype1
-0.09
ndays
-0.06
nhostkid
0.04
eventid
0.02
iyear
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
targsubtype1_txt
0.35
targtype1_txt
0.26
weapsubtype1_txt
0.22
gname
0.18
attacktype1
0.18
attacktype1_txt
0.18
provstate
0.18
suicide
0.16
propextent
0.13
propextent_txt
0.13
claimmode
0.12
claimmode_txt
0.12
property
0.12
TTP
0.11
MOST FREQUENT VALUES
0.0
2,590
84.3%
8,664
94.9%
1.0
235
7.6%
282
3.1%
2.0
67
2.2%
69
0.8%
3.0
43
1.4%
41
0.4%
4.0
26
0.8%
15
0.2%
5.0
24
0.8%
15
0.2%
6.0
19
0.6%
6
<0.1%
7.0
11
0.4%
5
<0.1%
10.0
10
0.3%
3
<0.1%
8.0
8
0.3%
14
0.2%
20.0
7
0.2%
1
<0.1%
9.0
6
0.2%
4
<0.1%
15.0
5
0.2%
1
<0.1%
11.0
4
0.1%
0
0.0%
13.0
4
0.1%
1
<0.1%
SMALLEST VALUES
0.0
2,590
84.3%
8,664
94.9%
1.0
235
7.6%
282
3.1%
2.0
67
2.2%
69
0.8%
3.0
43
1.4%
41
0.4%
4.0
26
0.8%
15
0.2%
5.0
24
0.8%
15
0.2%
6.0
19
0.6%
6
<0.1%
7.0
11
0.4%
5
<0.1%
8.0
8
0.3%
14
0.2%
9.0
6
0.2%
4
<0.1%
10.0
10
0.3%
3
<0.1%
11.0
4
0.1%
0
0.0%
12.0
3
<0.1%
3
<0.1%
13.0
4
0.1%
1
<0.1%
14.0
3
<0.1%
0
0.0%
LARGEST VALUES
35.0
1
<0.1%
0
0.0%
30.0
1
<0.1%
0
0.0%
28.0
1
<0.1%
0
0.0%
23.0
1
<0.1%
1
<0.1%
21.0
1
<0.1%
0
0.0%
20.0
7
0.2%
1
<0.1%
18.0
1
<0.1%
1
<0.1%
17.0
1
<0.1%
0
0.0%
15.0
5
0.2%
1
<0.1%
14.0
3
<0.1%
0
0.0%
13.0
4
0.1%
1
<0.1%
12.0
3
<0.1%
3
<0.1%
11.0
4
0.1%
0
0.0%
10.0
10
0.3%
3
<0.1%
9.0
6
0.2%
4
<0.1%
nwound
MISSING:
93
(3%)
235
(3%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
nkill
0.76
nhostkid
0.28
ransomamt
0.19
weapsubtype1
0.13
nkillter
0.11
longitude
0.09
nwoundte
0.05
nreleased
0.05
latitude
0.05
ndays
-0.04
eventid
-0.04
iyear
-0.04
targsubtype1
0.02
targtype1
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
weapsubtype1_txt
0.49
suicide
0.46
targsubtype1_txt
0.43
gname
0.25
targtype1_txt
0.22
propextent
0.20
propextent_txt
0.20
attacktype1
0.20
attacktype1_txt
0.20
weaptype1
0.20
weaptype1_txt
0.20
provstate
0.17
property
0.17
claimmode
0.15
MOST FREQUENT VALUES
0.0
1,588
53.0%
5,716
64.1%
1.0
317
10.6%
1,110
12.5%
2.0
232
7.7%
707
7.9%
3.0
142
4.7%
410
4.6%
4.0
114
3.8%
245
2.7%
5.0
78
2.6%
150
1.7%
7.0
49
1.6%
66
0.7%
6.0
47
1.6%
120
1.3%
8.0
35
1.2%
66
0.7%
9.0
26
0.9%
39
0.4%
10.0
22
0.7%
30
0.3%
12.0
20
0.7%
33
0.4%
20.0
19
0.6%
17
0.2%
15.0
19
0.6%
17
0.2%
11.0
17
0.6%
24
0.3%
SMALLEST VALUES
0.0
1,588
53.0%
5,716
64.1%
1.0
317
10.6%
1,110
12.5%
2.0
232
7.7%
707
7.9%
3.0
142
4.7%
410
4.6%
4.0
114
3.8%
245
2.7%
5.0
78
2.6%
150
1.7%
6.0
47
1.6%
120
1.3%
7.0
49
1.6%
66
0.7%
8.0
35
1.2%
66
0.7%
9.0
26
0.9%
39
0.4%
10.0
22
0.7%
30
0.3%
11.0
17
0.6%
24
0.3%
12.0
20
0.7%
33
0.4%
13.0
12
0.4%
17
0.2%
14.0
17
0.6%
17
0.2%
LARGEST VALUES
351.0
2
<0.1%
0
0.0%
200.0
4
0.1%
1
<0.1%
186.0
1
<0.1%
0
0.0%
169.0
1
<0.1%
0
0.0%
161.0
1
<0.1%
0
0.0%
158.0
1
<0.1%
0
0.0%
151.0
1
<0.1%
0
0.0%
150.0
2
<0.1%
1
<0.1%
141.0
2
<0.1%
0
0.0%
140.0
2
<0.1%
0
0.0%
136.0
1
<0.1%
0
0.0%
131.0
1
<0.1%
0
0.0%
125.0
1
<0.1%
0
0.0%
123.0
1
<0.1%
0
0.0%
121.0
1
<0.1%
0
0.0%
nwoundus
MISSING:
3
(<1%)
8
(<1%)
TOP CATEGORIES
TTP
0.0
3,082
>99%
9,140
100%
1,393
45%
2.0
2
<1%
0
0%
2
100%
1.0
1
<1%
0
0%
0
0%
4.0
1
<1%
0
0%
0
0%
ALL
3,086
100%
9,140
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
nwoundus
PROVIDES INFORMATION ON...
ransompaidus
1.00
INT_MISC
0.03
INT_IDEO
0.01
INT_ANY
0.01
claimed
0.00
dbsource
0.00
targtype1_txt
0.00
targsubtype1_txt
0.00
provstate
0.00
gname
0.00
suicide
0.00
TTP
0.00
Month
0.00
dayofweek
0.00

THESE FEATURES
GIVE INFORMATION
ON nwoundus:
targsubtype1_txt
0.76
targtype1_txt
0.56
INT_MISC
0.38
gname
0.33
provstate
0.28
INT_IDEO
0.27
INT_ANY
0.26
Month
0.25
weapsubtype1_txt
0.22
claimed
0.19
dayofweek
0.19
dbsource
0.17
claimmode
0.16
claimmode_txt
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
nwoundus
CORRELATION RATIO WITH...
latitude
0.04
eventid
0.04
iyear
0.04
longitude
0.04
weapsubtype1
0.03
targsubtype1
0.03
targtype1
0.03
imonth
0.02
nwound
0.01
iday
0.01
nkill
0.01
nkillter
0.01
nreleased
0.00
nwoundte
0.00
nwoundte
MISSING:
70
(2%)
45
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
nkillter
0.57
nkill
0.11
nreleased
-0.09
weapsubtype1
-0.06
nhostkid
-0.06
nwound
0.05
targtype1
-0.04
targsubtype1
-0.04
imonth
0.02
latitude
0.02
iday
0.01
iyear
-0.01
eventid
-0.01
ndays
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
nhours
0.28
targsubtype1_txt
0.19
dbsource
0.14
targtype1_txt
0.13
attacktype1
0.12
attacktype1_txt
0.12
propextent
0.12
propextent_txt
0.12
weapsubtype1_txt
0.10
provstate
0.09
Month
0.07
gname
0.07
weaptype1
0.06
weaptype1_txt
0.06
MOST FREQUENT VALUES
0.0
2,960
98.0%
9,028
99.2%
1.0
21
0.7%
41
0.5%
2.0
12
0.4%
9
<0.1%
3.0
6
0.2%
10
0.1%
11.0
3
<0.1%
1
<0.1%
4.0
3
<0.1%
4
<0.1%
13.0
3
<0.1%
0
0.0%
10.0
2
<0.1%
2
<0.1%
5.0
1
<0.1%
3
<0.1%
9.0
1
<0.1%
2
<0.1%
12.0
1
<0.1%
0
0.0%
16.0
1
<0.1%
0
0.0%
6.0
1
<0.1%
1
<0.1%
30.0
1
<0.1%
0
0.0%
8.0
1
<0.1%
2
<0.1%
SMALLEST VALUES
0.0
2,960
98.0%
9,028
99.2%
1.0
21
0.7%
41
0.5%
2.0
12
0.4%
9
<0.1%
3.0
6
0.2%
10
0.1%
4.0
3
<0.1%
4
<0.1%
5.0
1
<0.1%
3
<0.1%
6.0
1
<0.1%
1
<0.1%
7.0
1
<0.1%
0
0.0%
8.0
1
<0.1%
2
<0.1%
9.0
1
<0.1%
2
<0.1%
10.0
2
<0.1%
2
<0.1%
11.0
3
<0.1%
1
<0.1%
12.0
1
<0.1%
0
0.0%
13.0
3
<0.1%
0
0.0%
16.0
1
<0.1%
0
0.0%
LARGEST VALUES
30.0
1
<0.1%
0
0.0%
20.0
1
<0.1%
0
0.0%
16.0
1
<0.1%
0
0.0%
13.0
3
<0.1%
0
0.0%
12.0
1
<0.1%
0
0.0%
11.0
3
<0.1%
1
<0.1%
10.0
2
<0.1%
2
<0.1%
9.0
1
<0.1%
2
<0.1%
8.0
1
<0.1%
2
<0.1%
7.0
1
<0.1%
0
0.0%
6.0
1
<0.1%
1
<0.1%
5.0
1
<0.1%
3
<0.1%
4.0
3
<0.1%
4
<0.1%
3.0
6
0.2%
10
0.1%
2.0
12
0.4%
9
<0.1%
property
MISSING:
---
---
TOP CATEGORIES
TTP
1
1,643
53%
3,867
42%
721
44%
0
1,071
35%
4,178
46%
499
47%
-9
375
12%
1,103
12%
177
47%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
property
PROVIDES INFORMATION ON...
ransompaidus
1.00
propextent
0.61
propextent_txt
0.61
propvalue
0.53
weaptype1
0.15
weaptype1_txt
0.15
ransomamtus
0.12
nkillus
0.11
attacktype1
0.10
attacktype1_txt
0.10
ishostkid
0.09
ransompaid
0.07
nwoundus
0.07
weapsubtype1_txt
0.07

THESE FEATURES
GIVE INFORMATION
ON property:
propextent
0.66
propextent_txt
0.66
propvalue
0.37
targsubtype1_txt
0.19
weapsubtype1_txt
0.18
weaptype1
0.15
weaptype1_txt
0.15
attacktype1
0.14
attacktype1_txt
0.14
targtype1_txt
0.08
gname
0.07
hostkidoutcome
0.03
hostkidoutcome_txt
0.03
ishostkid
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
property
CORRELATION RATIO WITH...
weapsubtype1
0.44
nwound
0.17
nkillter
0.12
nreleased
0.09
nkill
0.08
eventid
0.08
iyear
0.08
imonth
0.07
nwoundte
0.06
targsubtype1
0.06
targtype1
0.05
nhostkid
0.04
ransomamt
0.04
ndays
0.03
propextent
MISSING:
1,371
(44%)
5,062
(55%)
TOP CATEGORIES
TTP
3.0
1,201
70%
3,255
80%
564
47%
4.0
510
30%
813
20%
205
40%
2.0
7
<1%
18
<1%
5
71%
ALL
1,718
100%
4,086
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
propextent
PROVIDES INFORMATION ON...
propextent_txt
1.00
ransompaidus
1.00
property
0.66
propvalue
0.49
weaptype1
0.12
weaptype1_txt
0.12
nkillus
0.10
nwoundus
0.09
ransomamtus
0.09
attacktype1
0.09
attacktype1_txt
0.09
weapsubtype1_txt
0.07
ishostkid
0.06
nhostkidus
0.06

THESE FEATURES
GIVE INFORMATION
ON propextent:
propextent_txt
1.00
property
0.61
propvalue
0.32
targsubtype1_txt
0.20
weapsubtype1_txt
0.16
targtype1_txt
0.11
weaptype1
0.11
weaptype1_txt
0.11
attacktype1
0.11
attacktype1_txt
0.11
gname
0.08
hostkidoutcome
0.02
hostkidoutcome_txt
0.02
ishostkid
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
propextent
CORRELATION RATIO WITH...
weapsubtype1
0.40
nwound
0.20
targsubtype1
0.18
eventid
0.17
targtype1
0.17
iyear
0.17
nkillter
0.13
nwoundte
0.12
nkill
0.09
longitude
0.08
nreleased
0.08
imonth
0.06
nhostkid
0.04
ndays
0.04
propextent_txt
MISSING:
1,371
(44%)
5,062
(55%)
TOP CATEGORIES
TTP
Minor (likely < $1 million)
1,201
70%
3,255
80%
564
47%
Unknown
510
30%
813
20%
205
40%
Major (likely >= $1 million but < $1 billion)
7
<1%
18
<1%
5
71%
ALL
1,718
100%
4,086
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
propextent_txt
PROVIDES INFORMATION ON...
propextent
1.00
ransompaidus
1.00
property
0.66
propvalue
0.49
weaptype1
0.12
weaptype1_txt
0.12
nkillus
0.10
nwoundus
0.09
ransomamtus
0.09
attacktype1
0.09
attacktype1_txt
0.09
weapsubtype1_txt
0.07
ishostkid
0.06
nhostkidus
0.06

THESE FEATURES
GIVE INFORMATION
ON propextent_txt:
propextent
1.00
property
0.61
propvalue
0.32
targsubtype1_txt
0.20
weapsubtype1_txt
0.16
targtype1_txt
0.11
weaptype1
0.11
weaptype1_txt
0.11
attacktype1
0.11
attacktype1_txt
0.11
gname
0.08
hostkidoutcome
0.02
hostkidoutcome_txt
0.02
ishostkid
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
propextent_txt
CORRELATION RATIO WITH...
weapsubtype1
0.40
nwound
0.20
targsubtype1
0.18
eventid
0.17
targtype1
0.17
iyear
0.17
nkillter
0.13
nwoundte
0.12
nkill
0.09
longitude
0.08
nreleased
0.08
imonth
0.06
nhostkid
0.04
ndays
0.04
propvalue
MISSING:
1,899
(61%)
6,426
(70%)
TOP CATEGORIES
TTP
-99.0
1,189
>99%
2,715
>99%
406
34%
16248.52
1
<1%
0
0%
0
0%
30000.0
0
0%
2
<1%
3036.0
0
0%
1
<1%
170000.0
0
0%
1
<1%
74979.38
0
0%
1
<1%
0.0
0
0%
1
<1%
93284.0
0
0%
1
<1%
ALL
1,190
100%
2,722
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
propvalue
PROVIDES INFORMATION ON...
ransompaidus
1.00
property
0.37
propextent
0.32
propextent_txt
0.32
dbsource
0.23
ransom
0.07
weaptype1
0.06
weaptype1_txt
0.06
nhostkidus
0.06
nkillus
0.06
ransomamtus
0.05
ishostkid
0.05
claimed
0.05
weapsubtype1_txt
0.04

THESE FEATURES
GIVE INFORMATION
ON propvalue:
property
0.53
propextent
0.49
propextent_txt
0.49
dbsource
0.20
targsubtype1_txt
0.17
weapsubtype1_txt
0.15
gname
0.11
weaptype1
0.09
weaptype1_txt
0.09
attacktype1
0.08
attacktype1_txt
0.08
claimmode
0.06
claimmode_txt
0.06
targtype1_txt
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
propvalue
CORRELATION RATIO WITH...
iyear
0.34
eventid
0.33
weapsubtype1
0.23
latitude
0.18
longitude
0.15
nreleased
0.11
imonth
0.10
nwound
0.09
nkillter
0.07
targsubtype1
0.05
nhostkid
0.05
nwoundte
0.04
iday
0.03
targtype1
0.03
ishostkid
MISSING:
---
---
TOP CATEGORIES
TTP
0
2,815
91%
8,638
94%
1,244
44%
1
270
9%
507
6%
152
56%
-9
4
<1%
3
<1%
1
25%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ishostkid
PROVIDES INFORMATION ON...
ransompaidus
1.00
hostkidoutcome
0.67
hostkidoutcome_txt
0.67
nhours
0.46
ransompaid
0.31
nhostkidus
0.31
ransomamtus
0.27
ransom
0.21
attacktype1
0.19
attacktype1_txt
0.19
weaptype1
0.07
weaptype1_txt
0.07
nkillus
0.07
weapsubtype1_txt
0.03

THESE FEATURES
GIVE INFORMATION
ON ishostkid:
hostkidoutcome
0.95
hostkidoutcome_txt
0.95
attacktype1
0.83
attacktype1_txt
0.83
weapsubtype1_txt
0.26
weaptype1
0.22
weaptype1_txt
0.22
targsubtype1_txt
0.19
nhours
0.16
gname
0.11
ransom
0.10
property
0.09
targtype1_txt
0.08
propextent
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ishostkid
CORRELATION RATIO WITH...
nreleased
0.41
weapsubtype1
0.25
eventid
0.15
iyear
0.15
nhostkid
0.11
ransomamt
0.10
latitude
0.10
nkillter
0.06
longitude
0.05
nwound
0.05
ndays
0.04
iday
0.03
targtype1
0.02
targsubtype1
0.02
nhostkid
MISSING:
2,819
(91%)
8,640
(94%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
nwound
0.28
nkill
0.22
ransomamt
-0.19
weapsubtype1
0.14
longitude
0.09
latitude
0.08
iday
-0.06
iyear
-0.06
eventid
-0.06
nwoundte
-0.06
nkillter
0.04
targtype1
0.04
ndays
-0.03
nreleased
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
nhours
0.20
hostkidoutcome
0.15
hostkidoutcome_txt
0.15
attacktype1
0.12
attacktype1_txt
0.12
ishostkid
0.11
targsubtype1_txt
0.09
gname
0.09
weapsubtype1_txt
0.09
weaptype1
0.08
weaptype1_txt
0.08
Month
0.06
propvalue
0.05
dbsource
0.05
MOST FREQUENT VALUES
1.0
80
29.6%
238
46.9%
2.0
38
14.1%
102
20.1%
4.0
32
11.9%
32
6.3%
3.0
22
8.1%
43
8.5%
-99.0
13
4.8%
15
3.0%
6.0
12
4.4%
17
3.3%
7.0
8
3.0%
12
2.4%
5.0
8
3.0%
16
3.1%
8.0
6
2.2%
12
2.4%
23.0
4
1.5%
0
0.0%
18.0
4
1.5%
1
0.2%
11.0
4
1.5%
1
0.2%
15.0
3
1.1%
0
0.0%
25.0
3
1.1%
0
0.0%
10.0
3
1.1%
4
0.8%
SMALLEST VALUES
-99.0
13
4.8%
15
3.0%
0.0
1
0.4%
1
0.2%
1.0
80
29.6%
238
46.9%
2.0
38
14.1%
102
20.1%
3.0
22
8.1%
43
8.5%
4.0
32
11.9%
32
6.3%
5.0
8
3.0%
16
3.1%
6.0
12
4.4%
17
3.3%
7.0
8
3.0%
12
2.4%
8.0
6
2.2%
12
2.4%
9.0
2
0.7%
5
1.0%
10.0
3
1.1%
4
0.8%
11.0
4
1.5%
1
0.2%
12.0
2
0.7%
1
0.2%
13.0
2
0.7%
1
0.2%
LARGEST VALUES
2000.0
1
0.4%
0
0.0%
500.0
2
0.7%
0
0.0%
400.0
1
0.4%
0
0.0%
300.0
1
0.4%
0
0.0%
200.0
1
0.4%
0
0.0%
110.0
1
0.4%
0
0.0%
100.0
2
0.7%
0
0.0%
65.0
1
0.4%
0
0.0%
60.0
1
0.4%
0
0.0%
50.0
1
0.4%
0
0.0%
47.0
1
0.4%
0
0.0%
45.0
1
0.4%
0
0.0%
35.0
2
0.7%
0
0.0%
34.0
1
0.4%
1
0.2%
30.0
1
0.4%
0
0.0%
nhostkidus
MISSING:
2,820
(91%)
8,640
(94%)
TOP CATEGORIES
TTP
0.0
266
99%
505
>99%
151
57%
1.0
3
1%
0
0%
0
0%
-99.0
0
0%
2
<1%
2.0
0
0%
1
<1%
ALL
269
100%
508
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
nhostkidus
PROVIDES INFORMATION ON...
ransompaidus
1.00
ransomamtus
0.79
nkillus
0.34
INT_MISC
0.02
ransom
0.01
ishostkid
0.01
hostkidoutcome
0.01
hostkidoutcome_txt
0.01
INT_IDEO
0.00
INT_ANY
0.00
dbsource
0.00
INT_LOG
0.00
attacktype1
0.00
attacktype1_txt
0.00

THESE FEATURES
GIVE INFORMATION
ON nhostkidus:
targsubtype1_txt
0.57
gname
0.43
INT_MISC
0.42
targtype1_txt
0.37
hostkidoutcome
0.37
hostkidoutcome_txt
0.37
dbsource
0.33
attacktype1
0.33
attacktype1_txt
0.33
ishostkid
0.31
ransomamtus
0.30
INT_IDEO
0.29
INT_ANY
0.28
nkillus
0.24

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
nhostkidus
CORRELATION RATIO WITH...
ndays
0.20
eventid
0.05
iyear
0.05
weapsubtype1
0.04
targsubtype1
0.03
ransomamt
0.03
imonth
0.02
iday
0.02
targtype1
0.01
longitude
0.01
nwound
0.01
nkill
0.01
nkillter
0.01
latitude
0.01
nhours
MISSING:
3,028
(98%)
9,062
(>99%)
TOP CATEGORIES
TTP
-99.0
52
85%
70
81%
26
50%
3.0
2
3%
1
1%
1
50%
15.0
1
2%
0
0%
1
100%
2.0
1
2%
1
1%
0
0%
5.0
1
2%
2
2%
0
0%
1.0
1
2%
3
3%
1
100%
0.0
1
2%
0
0%
1
100%
8.0
1
2%
0
0%
1
100%
4.0
1
2%
2
2%
1
100%
6.0
0
0%
2
2%
20.0
0
0%
1
1%
-9.0
0
0%
1
1%
10.0
0
0%
1
1%
12.0
0
0%
1
1%
16.0
0
0%
1
1%
ALL
61
100%
86
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
nhours
PROVIDES INFORMATION ON...
ransompaidus
1.00
ishostkid
0.16
hostkidoutcome
0.13
hostkidoutcome_txt
0.13
ransompaid
0.05
attacktype1
0.04
attacktype1_txt
0.04
ransom
0.02
suicide
0.01
dbsource
0.01
weaptype1
0.01
weaptype1_txt
0.01
targsubtype1_txt
0.01
weapsubtype1_txt
0.01

THESE FEATURES
GIVE INFORMATION
ON nhours:
hostkidoutcome
0.52
hostkidoutcome_txt
0.52
attacktype1
0.48
attacktype1_txt
0.48
ishostkid
0.46
targsubtype1_txt
0.25
weapsubtype1_txt
0.14
gname
0.12
targtype1_txt
0.10
Month
0.08
weaptype1
0.07
weaptype1_txt
0.07
dayofweek
0.06
propextent
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
nhours
CORRELATION RATIO WITH...
nreleased
0.45
nwoundte
0.28
nhostkid
0.20
nkill
0.09
nwound
0.09
weapsubtype1
0.06
eventid
0.06
iyear
0.06
longitude
0.06
targtype1
0.06
latitude
0.06
targsubtype1
0.05
iday
0.05
nkillter
0.04
ndays
MISSING:
2,875
(93%)
8,732
(95%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
nreleased
0.29
ransomamt
0.17
weapsubtype1
-0.12
iyear
0.11
eventid
0.11
longitude
0.10
latitude
-0.09
targtype1
-0.08
targsubtype1
-0.08
nkillter
-0.06
nwound
-0.04
nhostkid
-0.03
imonth
-0.03
nkill
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
targsubtype1_txt
0.42
hostkidoutcome
0.37
hostkidoutcome_txt
0.37
nkillus
0.25
ransom
0.24
claimmode
0.24
claimmode_txt
0.24
targtype1_txt
0.20
nhostkidus
0.20
gname
0.19
dbsource
0.16
provstate
0.14
ransompaid
0.13
INT_MISC
0.10
MOST FREQUENT VALUES
-99.0
109
50.9%
266
63.9%
1.0
23
10.7%
39
9.4%
2.0
17
7.9%
14
3.4%
3.0
10
4.7%
12
2.9%
6.0
4
1.9%
2
0.5%
5.0
4
1.9%
7
1.7%
11.0
3
1.4%
1
0.2%
61.0
2
0.9%
0
0.0%
4.0
2
0.9%
10
2.4%
24.0
2
0.9%
1
0.2%
745.0
1
0.5%
0
0.0%
9.0
1
0.5%
0
0.0%
190.0
1
0.5%
0
0.0%
29.0
1
0.5%
0
0.0%
738.0
1
0.5%
0
0.0%
SMALLEST VALUES
-99.0
109
50.9%
266
63.9%
0.0
1
0.5%
0
0.0%
1.0
23
10.7%
39
9.4%
2.0
17
7.9%
14
3.4%
3.0
10
4.7%
12
2.9%
4.0
2
0.9%
10
2.4%
5.0
4
1.9%
7
1.7%
6.0
4
1.9%
2
0.5%
7.0
1
0.5%
5
1.2%
9.0
1
0.5%
0
0.0%
10.0
1
0.5%
2
0.5%
11.0
3
1.4%
1
0.2%
14.0
1
0.5%
1
0.2%
15.0
1
0.5%
1
0.2%
17.0
1
0.5%
1
0.2%
LARGEST VALUES
1451.0
1
0.5%
0
0.0%
1340.0
1
0.5%
0
0.0%
1250.0
1
0.5%
0
0.0%
1097.0
1
0.5%
0
0.0%
1091.0
1
0.5%
0
0.0%
993.0
1
0.5%
0
0.0%
793.0
1
0.5%
0
0.0%
745.0
1
0.5%
0
0.0%
738.0
1
0.5%
0
0.0%
463.0
1
0.5%
0
0.0%
460.0
1
0.5%
0
0.0%
395.0
1
0.5%
0
0.0%
305.0
1
0.5%
0
0.0%
266.0
1
0.5%
0
0.0%
258.0
1
0.5%
0
0.0%
divert
MISSING:
3,082
(>99%)
9,143
(>99%)
5
71%
3
60%
Afghanistan
1
14%
2
40%
Unknown
1
14%
-
-
Pakistan
kidhijcountry
MISSING:
3,086
(>99%)
9,145
(>99%)
2
67%
1
33%
Afghanistan
1
33%
1
33%
Unknown
ransom
MISSING:
2,796
(91%)
8,586
(94%)
TOP CATEGORIES
TTP
0.0
209
71%
395
70%
108
52%
-9.0
67
23%
142
25%
48
72%
1.0
17
6%
25
4%
13
76%
ALL
293
100%
562
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ransom
PROVIDES INFORMATION ON...
ransompaidus
1.00
ransompaid
0.70
ransomamtus
0.58
nhostkidus
0.14
ishostkid
0.10
hostkidoutcome
0.08
hostkidoutcome_txt
0.08
dbsource
0.04
attacktype1
0.02
attacktype1_txt
0.02
nhours
0.02
weaptype1
0.02
weaptype1_txt
0.02
INT_MISC
0.02

THESE FEATURES
GIVE INFORMATION
ON ransom:
targsubtype1_txt
0.26
hostkidoutcome
0.25
hostkidoutcome_txt
0.25
attacktype1
0.22
attacktype1_txt
0.22
ishostkid
0.21
Month
0.18
dbsource
0.15
weapsubtype1_txt
0.15
targtype1_txt
0.14
ransompaid
0.13
gname
0.13
weaptype1
0.11
weaptype1_txt
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ransom
CORRELATION RATIO WITH...
ransomamt
0.43
ndays
0.24
iyear
0.22
eventid
0.22
imonth
0.16
nreleased
0.14
weapsubtype1
0.10
latitude
0.10
longitude
0.09
targtype1
0.05
targsubtype1
0.05
nhostkid
0.04
nwound
0.04
nkill
0.03
ransomamt
MISSING:
3,071
(>99%)
9,121
(>99%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
longitude
-0.44
imonth
-0.36
iday
-0.26
targtype1
0.25
targsubtype1
0.24
latitude
-0.20
nhostkid
-0.19
nwound
0.19
ndays
0.17
eventid
-0.17
iyear
-0.16
weapsubtype1
-0.15
nreleased
0.12
nkillter
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ransom
0.43
targsubtype1_txt
0.37
targtype1_txt
0.25
hostkidoutcome
0.14
hostkidoutcome_txt
0.14
INT_MISC
0.12
claimmode
0.11
claimmode_txt
0.11
attacktype1
0.11
attacktype1_txt
0.11
ishostkid
0.10
gname
0.09
ransompaid
0.08
INT_IDEO
0.07
MOST FREQUENT VALUES
-99.0
4
22.2%
11
40.7%
196083.2
1
5.6%
0
0.0%
506073.0
1
5.6%
0
0.0%
10191.0
1
5.6%
0
0.0%
2023730.0
1
5.6%
0
0.0%
30000000.0
1
5.6%
0
0.0%
2435400.0
1
5.6%
0
0.0%
451500.0
1
5.6%
0
0.0%
1500000.0
1
5.6%
0
0.0%
145917.9
1
5.6%
0
0.0%
505830.0
1
5.6%
0
0.0%
10000000.0
1
5.6%
0
0.0%
0.0
1
5.6%
0
0.0%
9476880.0
1
5.6%
0
0.0%
2027372.0
1
5.6%
0
0.0%
SMALLEST VALUES
-99.0
4
22.2%
11
40.7%
0.0
1
5.6%
0
0.0%
10191.0
1
5.6%
0
0.0%
145917.9
1
5.6%
0
0.0%
196083.2
1
5.6%
0
0.0%
451500.0
1
5.6%
0
0.0%
505830.0
1
5.6%
0
0.0%
506073.0
1
5.6%
0
0.0%
1500000.0
1
5.6%
0
0.0%
2023730.0
1
5.6%
0
0.0%
2027372.0
1
5.6%
0
0.0%
2435400.0
1
5.6%
0
0.0%
9476880.0
1
5.6%
0
0.0%
10000000.0
1
5.6%
0
0.0%
30000000.0
1
5.6%
0
0.0%
LARGEST VALUES
30000000.0
1
5.6%
0
0.0%
10000000.0
1
5.6%
0
0.0%
9476880.0
1
5.6%
0
0.0%
2435400.0
1
5.6%
0
0.0%
2027372.0
1
5.6%
0
0.0%
2023730.0
1
5.6%
0
0.0%
1500000.0
1
5.6%
0
0.0%
506073.0
1
5.6%
0
0.0%
505830.0
1
5.6%
0
0.0%
451500.0
1
5.6%
0
0.0%
196083.2
1
5.6%
0
0.0%
145917.9
1
5.6%
0
0.0%
10191.0
1
5.6%
0
0.0%
0.0
1
5.6%
0
0.0%
-99.0
4
22.2%
11
40.7%
ransomamtus
MISSING:
3,073
(>99%)
9,127
(>99%)
TOP CATEGORIES
TTP
0.0
15
94%
21
100%
13
87%
1500000.0
1
6%
0
0%
0
0%
ALL
16
100%
21
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ransomamtus
PROVIDES INFORMATION ON...
ransompaidus
1.00
nhostkidus
0.30
ransom
0.01
INT_MISC
0.01
INT_LOG
0.01
dbsource
0.00
hostkidoutcome
0.00
hostkidoutcome_txt
0.00
ishostkid
0.00
INT_IDEO
0.00
INT_ANY
0.00
weaptype1
0.00
weaptype1_txt
0.00
attacktype1
0.00

THESE FEATURES
GIVE INFORMATION
ON ransomamtus:
nhostkidus
0.79
dbsource
0.75
ransom
0.58
targtype1_txt
0.50
gname
0.47
hostkidoutcome
0.46
hostkidoutcome_txt
0.46
INT_LOG
0.45
targsubtype1_txt
0.41
INT_MISC
0.36
weaptype1
0.34
weaptype1_txt
0.34
weapsubtype1_txt
0.34
attacktype1
0.29

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ransomamtus
CORRELATION RATIO WITH...
ransomamt
0.04
eventid
0.04
iyear
0.04
weapsubtype1
0.03
targsubtype1
0.03
ndays
0.03
imonth
0.02
latitude
0.01
nkill
0.01
nwound
0.01
nkillter
0.00
longitude
0.00
nreleased
0.00
targtype1
0.00
ransompaid
MISSING:
3,073
(>99%)
9,126
(>99%)
TOP CATEGORIES
TTP
-99.0
6
38%
11
50%
5
83%
0.0
6
38%
7
32%
6
100%
4076.4
1
6%
0
0%
0
0%
236975.0
1
6%
0
0%
1
100%
390672.8
1
6%
0
0%
1
100%
2435400.0
1
6%
0
0%
0
0%
10123.77
0
0%
1
5%
509400.0
0
0%
1
5%
94250.0
0
0%
1
5%
192139.0
0
0%
1
5%
ALL
16
100%
22
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ransompaid
PROVIDES INFORMATION ON...
ransompaidus
1.00
ransom
0.13
hostkidoutcome
0.03
hostkidoutcome_txt
0.03
ishostkid
0.03
nhours
0.01
INT_MISC
0.01
attacktype1
0.01
attacktype1_txt
0.01
weaptype1
0.01
weaptype1_txt
0.01
dbsource
0.01
gname
0.00
INT_IDEO
0.00

THESE FEATURES
GIVE INFORMATION
ON ransompaid:
ransom
0.70
hostkidoutcome
0.47
hostkidoutcome_txt
0.47
targsubtype1_txt
0.36
attacktype1
0.33
attacktype1_txt
0.33
ishostkid
0.31
gname
0.29
targtype1_txt
0.24
Month
0.22
weapsubtype1_txt
0.21
weaptype1
0.20
weaptype1_txt
0.20
provstate
0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ransompaid
CORRELATION RATIO WITH...
ndays
0.13
nreleased
0.12
ransomamt
0.08
weapsubtype1
0.07
targsubtype1
0.05
targtype1
0.05
imonth
0.04
eventid
0.04
iyear
0.04
iday
0.04
longitude
0.04
latitude
0.03
nhostkid
0.02
nkill
0.02
ransompaidus
MISSING:
3,074
(>99%)
9,127
(>99%)
TOP CATEGORIES
TTP
0.0
15
100%
21
100%
13
87%
ALL
15
100%
21
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ransompaidus
PROVIDES INFORMATION ON...
nkillus
0.00
nhostkidus
0.00
targsubtype1_txt
0.00
weapsubtype1_txt
0.00
gname
0.00
nhours
0.00
success
0.00
suicide
0.00
propvalue
0.00
hostkidoutcome
0.00
hostkidoutcome_txt
0.00
claimmode
0.00
claimmode_txt
0.00
weaptype1
0.00

THESE FEATURES
GIVE INFORMATION
ON ransompaidus:
TTP
1.00
provstate
1.00
multiple
1.00
success
1.00
suicide
1.00
attacktype1
1.00
attacktype1_txt
1.00
targtype1_txt
1.00
targsubtype1_txt
1.00
gname
1.00
claimed
1.00
claimmode
1.00
claimmode_txt
1.00
weaptype1
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ransompaidus
CORRELATION RATIO WITH...
eventid
0.00
iyear
0.00
imonth
0.00
iday
0.00
latitude
0.00
longitude
0.00
targtype1
0.00
targsubtype1
0.00
weapsubtype1
0.00
nkill
0.00
nkillter
0.00
nwound
0.00
nwoundte
0.00
nhostkid
0.00
hostkidoutcome
MISSING:
2,821
(91%)
8,641
(94%)
TOP CATEGORIES
TTP
7.0
78
29%
237
47%
48
62%
4.0
75
28%
100
20%
37
49%
6.0
47
18%
48
9%
28
60%
2.0
47
18%
84
17%
24
51%
5.0
17
6%
31
6%
11
65%
1.0
2
<1%
2
<1%
1
50%
3.0
2
<1%
5
<1%
1
50%
ALL
268
100%
507
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
hostkidoutcome
PROVIDES INFORMATION ON...
ransompaidus
1.00
hostkidoutcome_txt
1.00
ishostkid
0.95
nhours
0.52
ransompaid
0.47
ransomamtus
0.46
nhostkidus
0.37
ransom
0.25
attacktype1
0.20
attacktype1_txt
0.20
nkillus
0.15
weaptype1
0.08
weaptype1_txt
0.08
weapsubtype1_txt
0.04

THESE FEATURES
GIVE INFORMATION
ON hostkidoutcome:
hostkidoutcome_txt
1.00
ishostkid
0.67
attacktype1
0.60
attacktype1_txt
0.60
targsubtype1_txt
0.24
weapsubtype1_txt
0.23
weaptype1
0.18
weaptype1_txt
0.18
nhours
0.13
gname
0.11
targtype1_txt
0.10
ransom
0.08
property
0.07
claimmode
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hostkidoutcome
CORRELATION RATIO WITH...
nreleased
0.74
ndays
0.37
weapsubtype1
0.26
iyear
0.17
eventid
0.17
nhostkid
0.15
ransomamt
0.14
latitude
0.11
nkill
0.09
longitude
0.07
nwound
0.07
targtype1
0.07
targsubtype1
0.07
nkillter
0.05
hostkidoutcome_txt
MISSING:
2,821
(91%)
8,641
(94%)
TOP CATEGORIES
TTP
Unknown
78
29%
237
47%
48
62%
Hostage(s) killed (not during rescue attempt)
75
28%
100
20%
37
49%
Combination
47
18%
48
9%
28
60%
Hostage(s) released by perpetrators
47
18%
84
17%
24
51%
Successful Rescue
17
6%
31
6%
11
65%
Hostage(s) escaped (not during rescue attempt)
2
<1%
5
<1%
1
50%
Attempted Rescue
2
<1%
2
<1%
1
50%
ALL
268
100%
507
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
hostkidoutcome_txt
PROVIDES INFORMATION ON...
ransompaidus
1.00
hostkidoutcome
1.00
ishostkid
0.95
nhours
0.52
ransompaid
0.47
ransomamtus
0.46
nhostkidus
0.37
ransom
0.25
attacktype1
0.20
attacktype1_txt
0.20
nkillus
0.15
weaptype1
0.08
weaptype1_txt
0.08
weapsubtype1_txt
0.04

THESE FEATURES
GIVE INFORMATION
ON hostkidoutcome_txt:
hostkidoutcome
1.00
ishostkid
0.67
attacktype1
0.60
attacktype1_txt
0.60
targsubtype1_txt
0.24
weapsubtype1_txt
0.23
weaptype1
0.18
weaptype1_txt
0.18
nhours
0.13
gname
0.11
targtype1_txt
0.10
ransom
0.08
property
0.07
claimmode
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hostkidoutcome_txt
CORRELATION RATIO WITH...
nreleased
0.74
ndays
0.37
weapsubtype1
0.26
iyear
0.17
eventid
0.17
nhostkid
0.15
ransomamt
0.14
latitude
0.11
nkill
0.09
longitude
0.07
nwound
0.07
targtype1
0.07
targsubtype1
0.07
nkillter
0.05
nreleased
MISSING:
2,822
(91%)
8,643
(94%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ndays
0.29
nkillter
-0.19
nkill
-0.14
imonth
-0.13
ransomamt
0.12
weapsubtype1
0.12
targtype1
-0.10
targsubtype1
-0.10
nwoundte
-0.09
latitude
-0.07
nwound
0.05
iday
0.04
iyear
0.03
eventid
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hostkidoutcome
0.74
hostkidoutcome_txt
0.74
nhours
0.45
ishostkid
0.41
attacktype1
0.40
attacktype1_txt
0.40
weapsubtype1_txt
0.27
weaptype1
0.27
weaptype1_txt
0.27
targsubtype1_txt
0.22
gname
0.17
targtype1_txt
0.14
ransom
0.14
ransompaid
0.12
MOST FREQUENT VALUES
0.0
97
36.3%
119
23.6%
-99.0
83
31.1%
238
47.1%
1.0
23
8.6%
68
13.5%
2.0
12
4.5%
33
6.5%
3.0
8
3.0%
16
3.2%
4.0
7
2.6%
11
2.2%
6.0
5
1.9%
6
1.2%
5.0
4
1.5%
4
0.8%
7.0
4
1.5%
3
0.6%
8.0
3
1.1%
2
0.4%
12.0
2
0.7%
0
0.0%
18.0
2
0.7%
0
0.0%
15.0
2
0.7%
0
0.0%
50.0
1
0.4%
0
0.0%
9.0
1
0.4%
1
0.2%
SMALLEST VALUES
-99.0
83
31.1%
238
47.1%
0.0
97
36.3%
119
23.6%
1.0
23
8.6%
68
13.5%
2.0
12
4.5%
33
6.5%
3.0
8
3.0%
16
3.2%
4.0
7
2.6%
11
2.2%
5.0
4
1.5%
4
0.8%
6.0
5
1.9%
6
1.2%
7.0
4
1.5%
3
0.6%
8.0
3
1.1%
2
0.4%
9.0
1
0.4%
1
0.2%
10.0
1
0.4%
0
0.0%
11.0
1
0.4%
1
0.2%
12.0
2
0.7%
0
0.0%
13.0
1
0.4%
0
0.0%
LARGEST VALUES
400.0
1
0.4%
0
0.0%
126.0
1
0.4%
0
0.0%
100.0
1
0.4%
0
0.0%
62.0
1
0.4%
0
0.0%
50.0
1
0.4%
0
0.0%
47.0
1
0.4%
0
0.0%
40.0
1
0.4%
0
0.0%
35.0
1
0.4%
0
0.0%
23.0
1
0.4%
0
0.0%
20.0
1
0.4%
0
0.0%
18.0
2
0.7%
0
0.0%
16.0
1
0.4%
0
0.0%
15.0
2
0.7%
0
0.0%
13.0
1
0.4%
0
0.0%
12.0
2
0.7%
0
0.0%
dbsource
MISSING:
---
---
TOP CATEGORIES
TTP
START Primary Collection
2,382
77%
7,093
78%
879
37%
ISVG
684
22%
1,963
21%
506
74%
CETIS
19
<1%
92
1%
10
53%
UMD Miscellaneous
4
<1%
0
0%
2
50%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
dbsource
PROVIDES INFORMATION ON...
ransompaidus
1.00
ransomamtus
0.75
nhostkidus
0.33
propvalue
0.20
nwoundus
0.17
ransom
0.15
ransompaid
0.11
claimed
0.08
TTP
0.07
claimmode
0.06
claimmode_txt
0.06
nhours
0.05
weapsubtype1_txt
0.05
gname
0.04

THESE FEATURES
GIVE INFORMATION
ON dbsource:
targsubtype1_txt
0.28
propvalue
0.23
weapsubtype1_txt
0.19
gname
0.18
claimmode
0.18
claimmode_txt
0.18
targtype1_txt
0.15
provstate
0.10
claimed
0.09
TTP
0.08
weaptype1
0.05
weaptype1_txt
0.05
ransom
0.04
propextent
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dbsource
CORRELATION RATIO WITH...
eventid
0.77
iyear
0.77
latitude
0.32
longitude
0.31
ndays
0.16
nwoundte
0.14
targtype1
0.11
weapsubtype1
0.10
nkillter
0.08
targsubtype1
0.08
nwound
0.08
nreleased
0.08
imonth
0.07
ransomamt
0.06
INT_LOG
MISSING:
---
---
TOP CATEGORIES
TTP
0
2,951
96%
0
0%
1,397
47%
-9
84
3%
9,148
100%
0
0%
1
54
2%
0
0%
0
0%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
INT_LOG
PROVIDES INFORMATION ON...
ransompaidus
1.00
ransomamtus
0.45
INT_ANY
0.35
INT_IDEO
0.32
nhostkidus
0.09
gname
0.09
INT_MISC
0.08
claimed
0.05
TTP
0.04
claimmode
0.02
claimmode_txt
0.02
Month
0.01
dbsource
0.01
suicide
0.01

THESE FEATURES
GIVE INFORMATION
ON INT_LOG:
gname
1.00
INT_ANY
0.76
INT_IDEO
0.68
targsubtype1_txt
0.17
Month
0.16
claimmode
0.15
claimmode_txt
0.15
claimed
0.14
TTP
0.13
weapsubtype1_txt
0.08
INT_MISC
0.06
targtype1_txt
0.06
provstate
0.06
weaptype1
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INT_LOG
CORRELATION RATIO WITH...
imonth
0.17
iyear
0.13
eventid
0.13
latitude
0.11
weapsubtype1
0.09
longitude
0.07
nwound
0.05
nkillter
0.05
nkill
0.04
iday
0.03
targtype1
0.03
ndays
0.02
nwoundte
0.02
nreleased
0.01
INT_IDEO
MISSING:
---
---
TOP CATEGORIES
TTP
0
2,695
87%
0
0%
1,314
49%
1
310
10%
0
0%
83
27%
-9
84
3%
9,148
100%
0
0%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
INT_IDEO
PROVIDES INFORMATION ON...
ransompaidus
1.00
INT_ANY
0.93
INT_LOG
0.68
INT_MISC
0.41
nhostkidus
0.29
nkillus
0.28
nwoundus
0.27
ransomamtus
0.25
gname
0.12
ransompaid
0.05
claimed
0.04
TTP
0.04
claimmode
0.03
claimmode_txt
0.03

THESE FEATURES
GIVE INFORMATION
ON INT_IDEO:
INT_ANY
0.95
gname
0.66
INT_LOG
0.32
targsubtype1_txt
0.20
INT_MISC
0.15
claimmode
0.10
claimmode_txt
0.10
Month
0.08
targtype1_txt
0.07
TTP
0.06
claimed
0.06
weapsubtype1_txt
0.05
weaptype1
0.03
weaptype1_txt
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INT_IDEO
CORRELATION RATIO WITH...
imonth
0.16
iyear
0.14
eventid
0.14
weapsubtype1
0.12
ransomamt
0.07
ndays
0.07
longitude
0.07
targtype1
0.06
latitude
0.06
nkill
0.06
targsubtype1
0.06
nwound
0.06
iday
0.03
nkillter
0.02
INT_MISC
MISSING:
---
---
TOP CATEGORIES
TTP
0
2,972
96%
8,914
97%
1,338
45%
1
116
4%
230
3%
59
51%
-9
1
<1%
4
<1%
0
0%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
INT_MISC
PROVIDES INFORMATION ON...
ransompaidus
1.00
nhostkidus
0.42
nkillus
0.39
nwoundus
0.38
ransomamtus
0.36
INT_ANY
0.20
INT_IDEO
0.15
INT_LOG
0.06
ransompaid
0.05
targsubtype1_txt
0.02
ransom
0.02
gname
0.01
targtype1_txt
0.01
weaptype1
0.01

THESE FEATURES
GIVE INFORMATION
ON INT_MISC:
INT_ANY
0.57
targsubtype1_txt
0.50
INT_IDEO
0.41
gname
0.21
targtype1_txt
0.19
weapsubtype1_txt
0.10
attacktype1
0.09
attacktype1_txt
0.09
INT_LOG
0.08
weaptype1
0.08
weaptype1_txt
0.08
claimmode
0.08
claimmode_txt
0.08
provstate
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INT_MISC
CORRELATION RATIO WITH...
eventid
0.12
iyear
0.12
ransomamt
0.12
ndays
0.10
weapsubtype1
0.10
longitude
0.07
latitude
0.07
nkillter
0.05
nwound
0.05
iday
0.04
nkill
0.03
targtype1
0.03
targsubtype1
0.03
imonth
0.03
INT_ANY
MISSING:
---
---
TOP CATEGORIES
TTP
0
2,681
87%
0
0%
1,314
49%
1
326
11%
230
3%
83
25%
-9
82
3%
8,918
97%
0
0%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
INT_ANY
PROVIDES INFORMATION ON...
ransompaidus
1.00
INT_IDEO
0.95
INT_LOG
0.76
INT_MISC
0.57
nhostkidus
0.28
nkillus
0.27
nwoundus
0.26
ransomamtus
0.25
gname
0.13
ransompaid
0.05
TTP
0.04
claimed
0.04
claimmode
0.03
claimmode_txt
0.03

THESE FEATURES
GIVE INFORMATION
ON INT_ANY:
INT_IDEO
0.93
gname
0.68
INT_LOG
0.35
targsubtype1_txt
0.20
INT_MISC
0.20
claimmode
0.10
claimmode_txt
0.10
Month
0.08
targtype1_txt
0.07
TTP
0.06
claimed
0.05
weapsubtype1_txt
0.05
weaptype1
0.03
weaptype1_txt
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
INT_ANY
CORRELATION RATIO WITH...
imonth
0.17
weapsubtype1
0.13
iyear
0.11
eventid
0.11
longitude
0.07
ransomamt
0.07
latitude
0.07
ndays
0.06
nkill
0.06
targtype1
0.06
nwound
0.05
targsubtype1
0.05
iday
0.04
nwoundte
0.02
Month
MISSING:
---
---
TOP CATEGORIES
TTP
Jan
318
10%
877
10%
141
44%
Nov
315
10%
761
8%
102
32%
May
292
9%
911
10%
147
50%
Feb
291
9%
763
8%
113
39%
Jun
261
8%
666
7%
137
52%
Dec
250
8%
716
8%
120
48%
Aug
245
8%
727
8%
132
54%
Mar
242
8%
770
8%
110
45%
Apr
228
7%
825
9%
114
50%
Sep
225
7%
647
7%
99
44%
Oct
212
7%
718
8%
86
41%
Jul
210
7%
767
8%
96
46%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Month
PROVIDES INFORMATION ON...
ransompaidus
1.00
ransomamtus
0.26
nwoundus
0.25
nkillus
0.23
nhostkidus
0.22
ransompaid
0.22
ransom
0.18
INT_LOG
0.16
gname
0.09
nhours
0.08
INT_IDEO
0.08
INT_ANY
0.08
targsubtype1_txt
0.06
hostkidoutcome
0.04

THESE FEATURES
GIVE INFORMATION
ON Month:
targsubtype1_txt
0.09
gname
0.08
targtype1_txt
0.03
weapsubtype1_txt
0.02
claimmode
0.01
claimmode_txt
0.01
INT_LOG
0.01
INT_IDEO
0.01
INT_ANY
0.01
provstate
0.01
ransom
0.01
attacktype1
0.01
attacktype1_txt
0.01
dayofweek
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Month
CORRELATION RATIO WITH...
imonth
1.00
targsubtype1
0.14
iyear
0.13
targtype1
0.13
eventid
0.13
iday
0.10
weapsubtype1
0.09
nreleased
0.09
latitude
0.08
nkillter
0.08
nwoundte
0.07
longitude
0.07
nwound
0.07
ndays
0.06
dayofweek
MISSING:
---
---
TOP CATEGORIES
TTP
Tuesday
466
15%
1,416
15%
219
47%
Sunday
448
15%
1,236
14%
204
46%
Friday
448
15%
1,274
14%
196
44%
Wednesday
445
14%
1,361
15%
202
45%
Saturday
435
14%
1,218
13%
175
40%
Monday
431
14%
1,365
15%
201
47%
Thursday
416
13%
1,278
14%
200
48%
ALL
3,089
100%
9,148
100%
1,397
45%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
dayofweek
PROVIDES INFORMATION ON...
ransompaidus
1.00
nkillus
0.24
ransomamtus
0.22
nwoundus
0.19
nhostkidus
0.17
ransompaid
0.11
nhours
0.06
gname
0.04
targsubtype1_txt
0.03
hostkidoutcome
0.02
hostkidoutcome_txt
0.02
INT_LOG
0.02
ransom
0.02
targtype1_txt
0.02

THESE FEATURES
GIVE INFORMATION
ON dayofweek:
targsubtype1_txt
0.06
gname
0.04
targtype1_txt
0.02
weapsubtype1_txt
0.02
Month
0.01
provstate
0.01
claimmode
0.01
claimmode_txt
0.01
attacktype1
0.01
attacktype1_txt
0.01
hostkidoutcome
0.01
hostkidoutcome_txt
0.01
nhours
0.00
weaptype1
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dayofweek
CORRELATION RATIO WITH...
nkill
0.10
nwound
0.08
eventid
0.07
iyear
0.07
ransomamt
0.07
iday
0.06
targsubtype1
0.06
targtype1
0.06
ndays
0.05
longitude
0.05
nkillter
0.05
nhostkid
0.05
imonth
0.04
latitude
0.04